{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The RT60 is 82 ms\n",
      "(6, 316761)\n",
      "(257, 1237, 6)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pj+S8w0xNu0MNsMX5fDpn2LI2NmldV3GMMc7NjX3yEoNNkIv5T4s+ieCH/MOvG3lI9JGoGpypij7URzNqcN/a/r9Ejwf07zNwQAewXmK6qqxAbNHmG1p9cBvaOjSgrEt3WQpNCmG4+qstrS6UW9pipsNgtSMZJHuH6uMVNUon8+//dof9LRlKqQNi8DthT4ieQ8fmcl0hBN0OZLtj6pvAltac3vzO3AFxT+anRL9kazeG8zDE4Vbrei82kKgkohr8cXCef+/JjZbNex5ImlC19V7Yk1UI5p1GIYgxsOyc6GiFeVfyZaJfzCk0mFCmfEPt+qGU3ut74mrnlptq15YBLZq2tDs3V+5d0V+rEAOfCyjrEIeFa3g/ZWdMz3fEAWkHEoWLeLZHIloV7xemyBkFzhysNRHIxLVDFQtqYsNOehuD+NWasjBxYmMovHJ/fb6hPujtCZ2niTY1qfgKkraA0aSkXNfi2oHEa0TfH9Zrd8L8jeiEHkUd/fytLTdm+HgzxUsMNkFuAe991taq5jwqGycbGgj7LaWxe8mgOqSYX7PXr7Y+I/oPRr5P9MU6BkCx0IzB0svCPyR6OnKv6FdC2uJ9uvQB0S+VlM0hG9cKehlQpazB3gZ0GYuodLXQ8p+r6UMbwCagpF8/kAEAaeoKVf2+RkgD/2BYHU7ZaKWOQ2rbPRnoFhr4lqPuKWNpEnanTx3GPBIJ7vSgEIdLFhsOr9abWMbndQy2lBAKlojovJEbPGUtMogKd9SvdJ7DjiaVOdzbV4zagarR55zscm77W7i4kgvMQPhlTuT075movDGqMw6PGH1WT+Z6F0T6FUJEF8v6rB5Kvl50Pyr+Z6tKkUko16CtwWs4oIlXOaS25FxBg9EQ9gKwc8udGWPo7LMTPFt9VvR4dEJ0t45MDex3EQwPE7rEfkc6rgW2Rlvvx5HIip/7GSQCNTAbkgo3ZvRZOLWsPt2PbsZkVWcQXhrRYuDLQm8X/aSFbtHNXYDfduIlBhsgrCTMYVnIaeCed2BIbcxMiH5LWh/aI0l1CDN1DXTfhL0AJyt50V+wddi42tRAlgOcQVR5l8EmQRq8SEhp3JotDdYa4DgetjU4mPWrwZ4CdnNvWvmp98W1BUssbglGbx6xIRMBSjyswcqRwKtFTzj6/efBZ77R2N4bKcMYTD9oK1whCPhADYE9t3IzuKCw3T4QV+pY7ogYDCq/NhOX5eak6DczY9RWFMIf/IASbaS0kSQO+3Q2yA/3SLjDMALVFNjJToICkhh23svHBtWOo/FpvjKvdp8Fj2wYm5dBY71oa0djo4WJwFGfQmqrwPg/jw7OUFSLCkeS2M7r6Pm+UlG/E0lpcHqiqAvduOAuhFm8A47eD1XU5HMBPZ+FPuenOGy9aKtfJJKgXyhUdyceKzFMBbuMTtT03IfBGrQrqx2BKzlN4nYnNfGIOFqQyRmNAWYKGoPsSmv3ZMuL1zHwpF+xABU6ENSHZiCji1+mLaWZ2xtUAzWARTYtR5/yJbSUOYR2MKoG9YGoblauApv612WFc1wx6tCGHQ3k7/arAzgVUJq8RFSrxJca+voV7E2439KFZbuT7xV90lLGgyGwEg2FUWlCrBFBx2Cq8zOiP1fTPQQV4NTDGBJMAMo03lEHqOO36pDc5he2uiw2dZvqHWFln2jCgAZQlTsK5pJ0+p+J/o3WJ0Rn0j3k1yR2AElmytYW9VVLHeDl2tooBj1ZmzAYS2E5YzuhwTvhKt3ScQmsSJV71K8J/t6QHgvFDVYcBitMuKbB1OfMcdE573KuqM/Ku/bq8X/vPVoRpp2fKmlF++PTGtz5QPu83jKc0pmLvY52SAYjoDOF39qZ1lmvMV9G9BiWYNmwJaR7LXQ08GZgHQ1pwScS1O+b9ytcZr6pBb1Vm5yTSuNdRuefHQp2GDgfxfmr/Vnt/Ncc7Thwz0L3bF0bMUMcmcLLUmo3v1iaFP1+nzLMJ7KaFNtY9nfZ6r24+JUp9ekxs3kFAU/cxUsMNkCIXXyqoIte7kn/hOgjtjrDO7NqAW9NaqXCj4ew2uYMgv59FFc5hErTbFMD6SagRXFL24ppVLpOGO2IkNO4BQf4qvD3i56EQSdr0DmfDn1xm24Ri31m6no+qugYLNb1/B2v/KXo4aD+XjLdtFDlbth6/nI+HTLkHogmWr7bWdi+vhxQWBmxo9xWSpjvs86XROdyOUKFuAehlVC+7CKqihk7I/retAaHxIF7srFSwVBiALA8DqO7dZR6SSSsEMWTHaWbLLc0sGU3qwKoEBdY7cMMQgF2wPX4MGt1rqLn4mRJ9TwLQvi8Ukvtlg075gbD61fqoNcsB/XhbiFJr3cwAOtCcrGcV2gP/VAJiWHJ1ntr1XwSWI8Ii9zR0fslGNTzP9vRRCGAblenA35ZCBeHNrDviJ37sNHE04+C1MGBt4ne7eeZGNTQMfjT3EdEf1f67aLPVNXn1oxe6xHM2ZFAJYbi3zK6L6csHVbe0nLjNh9vmniJwSbIaEox+QHAK8qWVjJm67oBs2XrQz2S6G1wjuf1oQyiUJRrqFEgSxE5hu8Ja7DF1fbwn6twwTRwUz5g8Fv6AeMWcMfYC8Bh4W84uifiFQMM7FFZq+r5Y9WeOqFeAVTeSo5+3ryjm5hvZngK51GmI8rkkvD3phN9NK844HgEOGwEK2z/3xVTZ+jDs1KzNCltgwKw0NYBSU82V4jD5vA4lxt2Jwr9QvTcaIlTtgbKq+4Vn1aAC3W9d86GNRCu1/Oic56i3dHgahVpQlC/P4pZsp3olM7U1S5/fFmPb77wuNlIIRXx7IDa5ROlL4jOAVYOY8cDGqhXAQOswe7Wffr6Pkv97rLRAhNtzVJZX/9Sp/f54ubjDgJ7t/uTdKdMLLj34jwKbkxkbgnqfqLuBk3Ip/eOHzHBPej6P1HWBJxJ8mxNffyOqHbJO5ije6StcF2SSuzM6LF7cmPFSww2QOgAdllqIOcsDaY6Rg2I7WgHwY+WMfWgTx/CCyDu3wU2C2JPL3W0PR8ALR9luaUOcLL4+Rd55zVJoGVLZ39bULGktbb+nnOlz4nO88tKWBLDyijEmXafk065mmJJryb0+nTgAPJlhTrxeNdS9dzqQuYRWpgFbF+dwLzIdKU3hWEKLENX4OzZTme3JogqY7WpHQ5PNldYxSe1b6muwfx6zuvwXgxhoVnd1kCMm445MzAY1XmWxZoGPwx8OQybAnuagyrv6ZIG/iwYBRH8nSrrxvuNFkJjOM/DzcssuJAmmkWEEQzE0o4/Y+swMANtEhfU8ey7YfgHk8dE52LOUlsLastlPR6STpAhDfXCVbYrhkSEctXo+fvj3Aq73wN+JdgoY/D9i4Xf1mPt00c2YogJHO0A8FqwwLPHKIPUVaNJ5NYSj5XIk+9CGPjlfarnGhpo3hF4nehXwFf9/5zUh/Rtu/ShSgb09dsARfokKkf7fL0DdfI3V201qD40rfdntNowXVG606BPW6ATPnDNIxGo8/uw8dEP/ZKlweGlslYfdoDudUdYW9qkIy1iGQw7CKRzXUWrh4HKm7ljQKHzJ+PTK+J/T/Qzjp5LDuRRWGnalXlI9H1Znd+hQyLl4aJfJ0BmbqIdE1tRyPwSBWyPiQCDuY2UGrjcI36dzTrq6HP+4JDamRYKLjszGtgRstgAlCUV1L/fhWBrFB2Ci4AakWTh7wz8tOh/tvCboq/3Tg9WwFllZhJYBoyMex7ol0iCEQUktlIF7BDBL6VjayJAOtJ4WCvyYUCv8k31E/0uU2RRgoxc9BtuQK+j2XeJ/vr4yuZmzhQYoz50IPCLoj/jvCA6k7xLeS0Gxmy99vf59Nl4FvM1XAJaMP3B7m6oeFAiT74bIS42g4HIA1j/HffrZeCQWwrDrg1UihYqakAXgKG/K6wV+c/UFVvbZiIAg/WMXxkEbjc6TB0CKw8racHYMdErHSxsi2qg3nHUAeywdFHOZE7pWF8e+kHRyQe+3FAH9fHC74rOKjQTAVY3uNdhtKPLYPxhvf71pgYcN1PHgN2Q0YReqyNg9uigCkg4Brm93ZztQlUd2Fhcv2+uodCmsF9hem7bVz1ZX2Elkssfg34sd9xA+AthakkMPtvo5H6p9j7RW22dxbodLDgxR4MlFgyof2VWv2+mpnZ1DI1cwkMulFRvdPRZ47DsWoWsSsmgBv4hSwtCSSQGi9gTQFmsaWBcDmvnPQg/Qfa78aRCiS6DHtQtMdrn14Fbsunl2qSV6E/oBwp2b4iwmwQxwJsNr8QJJOBoIobooBvmVPXeYZJHeHTZpzCqeRCqLOBaEkLIpMaTGyteYrABwnZ31dKHJm6rQR3261N7bFAN+O0pNRixgAbyT2OmgOwWdTiIN0V14PJzdXW+kThYjAI6Y9DE530x90HRyU6x0FCjcKGqTDNv8/2C6Ito6TaBE2cwentGHfA+PR2mBPTBYPhnRf8cWv7L6EAwUWjYGhA8B/xk2NHgk5Wpm0nCQb1XOA/yjKPQnpf6dIDwNVF1CCeNBvJuiQHpLoMIRggX8IX02arUJ3t+vicbK34UUQZ9ivufN995YsCCjB9JIIUV6vm63nuEsvBeiwA6NGNrkjruU3gEMfjcvFwGqcKpPEgPbPUT3HR8KKXB3tdB4JSJaUGDnVG3zcyUAM5vtaPP2uWi2kXucQiCt5929m6QVHQw8zFvaWB9V0L37Txd1ETOLRFgt9If0/Bot6P7hCoxZSGawf3ituE+gN/v96FAhsSVMw28XmdrWvB7NrdSdPkPR/6NvJYM6LF+eV591KjRYtdFS2FRlCDoSQ85+mzsDk2IfjL0mOg1137IVhLHWDfRLqJvJ15isAnCVfAVBLqlNlahAyoT9utNOBTTv99ZV4dxJKMOMt/U7+cw8pGaVlnPWurgMgimuL32gFH60/mG/n0DlZqXZf6h6Kmg3oZhnzqcKx39fay0gAXP7Iqqg63j+J9a0vMZAYPC3ozi3sfAze+AFcrCZukQHquLKYVLXC2tYD/dtkZvdXGwhGjM1u7UfeiuLDX02jwBrncO3FHY7h8K6R4Dtrx3JBT+Qdz4eFpb3mRG8WRjpe7o9YhYCtdgt64bHsLAyUHguAqaAlaa3Vl9zpNYAObnZkXIQSzvm8XxzBkNvIeSClmsNNWODYfUzn3fOKBJUQ3eii09vl87mxc96OjrhML0mwhQAn4NZA9ZunDsYEYr7ldBM83EiwWXeb9WnY84+qynjSYaqRD8SELZ/56qf0S/r6WZUwokGVEHrEG4vy4VNRDvF5pFqBQTTxtQqNX3M9j3QATxjsFf+tZ/c1keY4BDCS2u/c70r4lOyKZBEl7B7p55oh7gY1kgasCPXDQfM57cOPESg02QlqUV/sM+rRT58dQOgI3CQvt9vqJV0YGQBluPL6jBPZJRA7dY18/LYYPnxbxSNl5xFN6RDqpRGOvo77GwaGcooJWWEQT+H1j+36K/JfmToh+0tYV82Wglar6GIbS8JlZg7TPnbeVYLhutdJVbWjnKO2pwXxnSROhWnN8lnN/nKvp5keBK5ae8zRODMHjoq0h6L+HaUIZ9Wlmqx/Ois2NAZ5kHqxDhILc6uoCtbvTvn2pu7oCmJypcIpZwMqIzmO90XnzvB+k3bZdhUgaiGR8w8LALq/9e7zUWBGaqx/X4WPAJqB0Mwg/kW2pHsyGtgFzFYsuf368V5SdzejyPXNSdHWSLK9f6g8YwED3uaDD3isg7Rb/VaIV9FhX/BaNsbrm22mkrwGWGaluKYLcL4noQ4kqhrfmSUf327I+JfjitjGj9bpJmoF+oqB8OBLCJG534XFXPV7dfMcaY8/aK37kfOyU4cRDFDML3Zf+V6Et4Vp6sKkrglpgmvTvD6NwCZfDZms7bvDqscOAtL96MgSdrlYqtzuwJQIsOdTTwLaCDcCSogX86oonGC7mM6PuTGqiuGjuCAyKbQTCgVbonHHUoqY46xIhPqwFnlz+sr2d/XPQJvx7vu4ffI/pl0Il+ofBbohNK9ExNh/gifnXwA2H9va9LayLzlwUN3EmjtyuplbCnHG2D7mq/SnTiqFvgsw4FsJp5Gwt3VjxV1+2ie5NaGaJM2Bqc5EMIzjCgOZTQJDXl06SzBQpD0uY1LE0MIgGFQt08Gya2p5StvOiEd3R3jPhav923CeuY6FlAAJeMVsRJM/2cpRDE6aJugD+U0Q30UzVl3OKgfiqrwdFQWAPdENjndkTUL0xWNPH4z1P/U/8edrPfRMBNGHi/ENXzc8zSDsIOLMrMWZrkkzjgM5U/Ef3V0R8VvYxB9S8V/4vLEfeWsYwuXAtjJ8uSxU3WerzcZ+QmhCBzYV8Anz+S0ESrja3v98VWOlrjEQyCA4VwJaCf/bW2FkwyAYX4EfY1Dypf09AYoYSY556gPhvRANr+W1kcY4zdu+C13cVLDDZBDjrHRJ+IgBmlocHKwzPaMWhjKdPLhoA9BH3pMoaPA0gETta1hbpU08rDYFzhH7c494i+4Gil53RJjQjb/1wE81xODfxAUgdWj/mUpYmDSReqmqhctpUa7damsjtwARz5wrNGg9FiVCECl4s6fH1P8kdEd1C5os1IhjR4za2zQ76RMhJRHPVdoOYdjKiJAQGVKbf0Xo85oCREsEc60hKqntmIDrPGseXadLSS5Q0f31iZr6ltIF0pbQN3pHQLWW+4YGoVdAXDpBErI3oYEEbKkKUFhlpCIZOnlzVJ5vGRsYvc8hEkAi2bixtVJ431T47+I9H/bFkr2utNgsDAmB2ZMpLyRZ/6oancw6JnE7eJ/mBU7e4QluFN1jUwJnSLm4QphClS2pYG12FLE8l+EwG37/ehW0bbR+H5Go6s3B8tFEiKDbWLQMOaW/yaFF2wnxZ91bwIBp8T6I7FHO1mLFoaw1xqrW3w2pP1FS8x2ADhkBAXmOWa2O7J1e5BzZ73x9WgxgLYyNnSy7g/pX/PzcD3onLUMW8Qfd6aFH1fRFv094S1yvqSoGLwH2vr8O655Y+KzpZs1tbz9ZyjuPMho8HfSEwN4BuiOhx9p8aWq/CUZ1EWbhiFv+TKGqxwU/Uevx4vSJBW7YlgIuDW0t5OciGng+QXjOrkKj9gNMmMoSoYg7OlA+K547xLAA4qD67wNoLDIHZ2ELdL7nFP1lfaCN7D6D7WOqQuXrm+3APQdGGdIYtOCVChOZBCPFb4X6K/IfMvRB/H8O2Io8fz+YA+9xxGncam4NSgPiu5lt7bMSxkWcbrTyPHtVGwYIGCw9BrFQvP8hI6IoW0JnmEkfHZ2xNU6Mx4WK/PdF2vr5+LAPoUdqDmWnp/EObIjg/3VLjtRSBNdgqd7tmay8Av4oxbA9gMHVq5/kXA0uKgOOfyPM6nLMEnOni2YhH97VUwep002mXn7p9jPu26b23x9hh48l2IjZbmJWTbCeeVoo8E1eAdBLsEW8hfmFWDsDOq35cEH/YFF5aiK44G8rWmepg58HfHcbyzjd6LWlgZY0v2K4X/KjrxjVzGchkbLrkY6AwIDpAXmSfK6gB2OmqQL4MthInSsbB2JLgn4UpFv5B82t0t/RYG4PpdLLPVhEwrXA7XiGlHYVcQMwpNdTBMBOhMOfDYgsNhIsCdFwxGGNw4zvpyvXuiwqr1Ui30Iu+8Jt1VWTfWF0osrIHxmD0h+mhAk5LXpP+Z6AWjFXBfGxvmcS/tSBwTnYPtA6DmrXX02c8j8A+DnjQNZpnBCN+vdnFXXb/vqtHO63rLHgz2p20tKF3waWDtloSH4Vf2x9UPPV1RW7pQ6N0hoJDVirbGbbmeWyJAqTbBdgfKT85wUDijMITB/ekuN7krhmV4ONXT6lJXyXhKi29TBe2iL/v1OS7aCgG922gHwu/TZ+WS0fd7cmPFSww2QGxbn7IOsH+X/GdE3+3XwHsKD+nrd+jfvz6lBuTpRU0UHp1XAzYHvu3LPs3+K1g0w8rSwaQa4DQCce5ZmC7r0qp0RKnPhiwt6b858y9Ff6yjm46jfn0/mUsoWcwUsMV+n9GW7acqXxedMwDzVXVggbgGo4Wmfv4nKp8UPRgAfKWxcr63eyJAoTNjxb/k06rux4oKQ9uDc0vJV7UKexoMVG0kYXcENCkdthRq9HTp4Z7f58nGCuEnTASZaPYSQinIwhP1qR256GhF1tdWdrZZvx7LZPFLoh9K6mLHKPYWLNbUzlMIY2PnkcFaGniPk0VWgbHwq622peDb2C3fkZD6od22Dgvn8OxfzimJBGcgKpg3ma+pX+LiTT/2GkxktRPO/TcU0tsWajr8TOKDtQrv9X67k+xQLILh63b/CssWWYmqHf0H7j9jsY5CWBx3GRH2dN+AFkMvA47cMb2Tri0l3oIzT74bIT/z7sBLvv0br8vZhhrsHxpQ2rxIQD1GEB2E4bAarLsG9CF9/6I+hKOOQnOCEX3/YlNbzICJmyAqVxW0+zNRHVQqg5ZvMQQsbkNp314BhoKCo4kNtyRymJpt0hjapPUONj1X9PiJr8zFtbJzuazwhwNJ7YC8OaaDVX8y9+uik2llPWWtA3D9Ch1Es6lVOzKxTGNnBBMBn6PXhr8nHZ3Qvw9oUj1tKxf9eaNJar2ZFz0Jbvf1hld40lvc7s9G6zsPZkt1pbesIhBug7Sh3sqL/mhLEwXyypMnf8no953MK4afy/oC5KlHoJnC7NNEXO1+HH7g1SP698tNrXg/ldNAeaCjgTdnwThQ2q8MRvRZmrF6V7xH0lqF5jI7QlD9A/r7Skb9yk5LN02TZnoBtoNLtliBZ6KSxOxZvqIdgn5trYXWegjzNW5b4ENgLaLMVlf83um8+rhX7SCVrd57hPueyP2Z6OzW7YjqsR8Z+iXRqx29d2nnF2ydc9zycpNDTL3EYAOEmX8U2XQD9KUFSw3SX6Kr9tKsVgbibTUodAjcahgx+vc7ULGP2uqwppqKB6wgmSfLEaUDKFUVRiQZ1MrMOzPKLvFYXY3ECGgBg45CeVgZS2LelPjJNrC3Y1jGsuTTDkoQfNYUQgBIo0exus7gevcLNjoRoKTQDbo18kMv8s5rMu8HgxSqrC2D48ezFAsojtuPjZ0xX0b05eak6OmQdjCm8xsLp/CktxD3H49gpgSJZi/hoDr2f61axjcW1Q7BtKNJJLtfLcx6HbCVCndnWgsuc35l2blY0AJIOqYFFEoatNVkkmlgGLkAHDliPVPwqZ9ZayJA6M1SXZNq0rFS8pXeHZVUXAN9DnPfAbY7GtO6T2GA3Z3a70QIc6sAKhZHN6vR0pkR1+FufF4LMyf9SsLRznS1vXL/7E/ptYLLNJfK+rScKWs3h904zlfUHX026h21y8mA6hFbE4kD6Ox+EDMJnmyueInBBggrD881Pi16OqwGhfCGd+7UjsHlqjqI37uoD+EbRvUyXirp+8/WtQU+C6ztXFGhNMRSzlRVz4Z73zarW7BqoB+taWXta1i/fjDxGv08nxrMRSwOGqsqDV4SexaeqKgB/kRZh5vdllqRP/r2kF4vVvpaSMxIe+fGLrGdZLGkVdZ5G1u00VEYiiq8YK6lDsZt0/GV3OdVN59/kXdeEwaeVQQHbrhhTzZWgqCLXXV9bBfwcw8hywsLNqR3PBDVAciFsBYoThQ1ML0lpZ3BEuAR0zlNOvn9ZFg6GdLPa9pqx+qAGt2Z6U1fWmxpt66OGYm1ChfK0a8tVTXwd6uAUyqgjb47qyQQLAqcrCtUKABigX4XkHEvRtCvgTc7Dv3bEhId9Pf3hCLlouon706u2N5cAxTa8FEhYP7TUb2WboxOl3y61HQGG+jPLWj3h0yD853eSeLWEm/42JN1kFZbnVs8qlXPbEcr+LOwXzHw2L1lR0b0T8/qzMFXyn8geghLqJaruoHSzaDNd9ShXKmpQ6VBdnMArNyNhLXyttBWh+xmlDoZPf7FRWW+GQhoR2ShqkbMDX6zVFI61M8ntLrykrZuUL3s08ToZkoEKDx3YTDFEErEc99vsNCvMBjoNzjwZGOF199CP3ItMzj87FX3Yl3vxYsuNMI8tks1rWo2sdPDDTPO+ZuRqCYCg2hULqKZ9v5Lei+TmvcrrY+IXm+trSJN4e+bKXwNr7Nn059ws/WCo0QGtU5e9Dq6S2t91vn95VrxRd753cl626JTda3yv8p+97f+u5u61Bhj/mj5YdELDS22EebmJk1Q0zaRhJJ2eLatBaG9AS2+LRotVnqyueIlBpsg8bB2AJZaGvj6QE8a8Ss3/AhmCMaj6iwXGtigaf206F9r6JbBWq03XSarrJRxnw6ZORFtAz5Z//2efx/E5+/paAt+3q9sHwMDE/p6U6vKo5ZiSXdHtFpRAlc+rwcX47RgFJk4vTygQ4d7E+rBszXF2p71ra1ytZWFSed4TJOysq1VVCZJxBnXAQcpVnT5HlmE4pEJ0ckIFsU20HJDg8WNTkw86U+YCBCu0k9VlnSOe6M6zxLDQrNaRDuPl+sanHDLN2FtpGBcxn4Y4rJZ8Z2qaOR/Z0YTmTi8dSqoMLz3LeizMhhUiOQc5m/WW5gIsOJOIU8/O+3czExq4iZYgCbSWqCpYxh3rqRQsX5ZhPh7mDjcaCH0rRsudDCmSdw/DWl37PEFvXf/auk3+vruVXYb3RQ/fOAolrORsWpLi7fgzJP1kPHgMdELRoORN2CbKzHrDipVZ8vqML53VIdhd0Q1MJ6dVX7jKbAZEC/IwPUbVYX+3BHXVfDko2Z1gFjSpdJx0QsZDSbvCU+IfgGVmnO1vxH9ldgYSlaiswU9nz+Y1ON/1q+VpuMV3dw8mtDfMxLR878DeVShocHr0bQe36K9UpmcLTxqtrNkEJgHwH9dAY6Z1LVpMERN+46LHsfAYA0DppFgRvRSXYMvwh12xpUIYNrRbtR6L33ypD9hMN9u517knaslANIHBpotzHb5sUwv5ejfu91bYwHFXV9q9q5yMrAkF/w+FBh2x/R4Cf+4hE3H/3KPFiQuVzWQ/sAihncxaL/WnR1M4lg0eEnk7aIXARE9kftT0Wtgyzsc1sD/gbgWFThTweWJj8a1c+/WiSbrTww01a2OFrD6pc8lzDIa1PuRfplFEQ5H8+9jXW75VEFPzi0p9YlHkIT6cv2RWIyG9Vl4dVh9LOfu/JYeTw77TLa2eFAiTzZADmMT8l+XlVv958aU6325iY4CWIGWm3oZf29OK+odS6sBQVTk3eSVMR3yGvArNOcpW7GyuZL+nsGUMsccsx4SfUdII+sUNpLttrWy55TUSM0TfAu2h9uyqs/DBk0ZPV+JiDqAxapW4kayD4g+HNbr0Ujq9/31vBr4dEAhBDeTTDiKTR0LKJPHLPiquQWb2NPJlsITSCnYgcNKYXh1h1+Tbm6/7dj9VQ092VhhMN9LGBhFQhoYFVHFvJD7lOiZ9N8X3Y+kdtyvBYELAYVscqM7A20mKkHsSchENJjiPpZLVQ3WZmpqF6Pg9S9hE3I2pHZpzNZn8dQ6M6uwm3NX9PtEH8Hyuqqjzx67RazoJ0BUEGEmAGk56hdKfQbu3DMx5NcOxpW6Jhb9wuBI3BDADhWmxGRQs2093+yOlrpefsOO3tCgZ3J679+a1sD+VO6DPf8+19FB+2hYZ8mGsGNjua733gmj8FtPbqx4icEmyLKjD81uo8O/+0Gr9lxODcrf26eVjixo9y4WNVi61dHPm3Xyojd9vQf6BpPHRB8HNCcTUgd0R0Ud3HJcZxho8LgIqIns+3NldbCnCx/X40krJ3KppQbyWcwovLKjRupsRfGP+4y2NZ9s/pUeHzaqtuBPqdMdMHjNt1eMIKlL14rLvdES8qkDYGGFXO9cIsXEge1xzjRUMKxKppVC8DJe9zoCW1kIY0xgCLK7qs1B5VWwMwRqo2mFCs0atTOWj8GL2jEOm2KBumt3y2B4NehTnegE0iyPR/Vhmq2rHd2FnR4sKA2HeG410C27zFj0KxccXexp28dEL/l6J4FkwglgWJcQ0Usd7fw+V9GB135ZmJbR6Q4nNbFhkaHfeRgmUnWXQXve35RESAta3UX6BrpNMTBc3ZrW109X9LPIEFXCueFvebR1XPR4S5P2Q5YmRbs7E6JvedJor2PgyVrFjxZrDYtZdoU1WDqMh7TU0r//yJQaKLYF9yb07+dLqo/bWnlYjqoDbKHFXWvrQ9CEBztp1EgUUGFvgdbtEZ8G+v623oaFqgb2KTiwubJ2KH5ir7L+vCOuv2+hgYVnPk2kPlXRIUK2hNlSPpnX89PsqMMtwmGNhbTyeK60ssBtuycCLTizRVQBL1rKWnQV9KA8t264X7a0IwjGBuHAUj5NwrmR82YeDN+OQrgEq6L1rqVgbhhvBmpzgI64wSPI8+8mpMNkd4t2hUSs/oFXmF5SbPVe3PiVBfUTM2Cze7T9DdGb7fVlKaJwL4GdwnyIS2xFKM3kgM5M3OYoaUUMdJ3jCU0EJ3O6TNEtkOf95cZe16+EfL07925FIxZJbjcvF/2WLiQXYWhXmtqNuoxboezTf6g3tTjGc7dY1P00qax2i4rYOfHhZd2LQAYxT26seInBBgidG2XRpy6hg5WXd5mM6DtjGnz97BF9SE8tazb+xVm9rHvRYlxuqUP0+dShkI+5HkKgG1ajcqilBnsGuHNWokjfOWjp+zNpLEjrqFFJRzWY5EwGhR1nsIuu4t92G4htoQW/CCjTeSxl4v3QD1xiqwu3ty5HsHTI0UA9nGXVTc9doQUKPgQHFFbRUhlNBLjUye/TZwMrQzy5wcLEMBZSooDuKi33FlDY+SzWtHt0KPNW0RMYgJxB3TLpw70EusypplbIaw218wzkgkiKuZ2WgT+hQcV2byhNx9aOQTmvs22ETC6vczeNdnTQp3a9YdSvLfsUmhUDrfaujtJEj8TVb40YvX52RQtKFznYjutBIX3oWmcwKKyyc0bDrWgUDuqzYQG3310QW2joZxebei5GMCc3UtLB+qdd7g3Ojh3zKRw6gGMbT2vxjvJo87/0fP2GimOM5XUMPOlXaEA4nFs22tK80FBe/Xf43i16vqkGrAGDH/NrcLUfm3h/f0npRMOoVJSrGrjTYC1FtXoQauhQ2VmfVvhJ28eq8FJFHW49nBe9DVYgYnfp8LmAbamJzcZ4hvNN/QdCBCgjEWWJ2gNo1UgUm5frarA/UdGqefeA5XZPEpj0ncM22VCwNzMJKQbdhLjtDpYCXS3qMHc7iaow7oXN3hTtSX+SrypFpe30xkp3yzJmtw5nlASAy/XmrUnRZwtaYb+KTup+VEX3hJRy8Xxb98e4PevFlgZrZ0rqN5gG7MVmZHLR53CqOPuVjCvEcr1llR+xFUdewXAxSS/IQsR9Nh+vaEeCFXgbs3Wrju8GP+v5up4PsjS5CVmtyhE9f0uNFT+1S12WGYFZzjUxDLwKKNdb/AaoiI4mNUEySoEIYMj03uLsyeaK5bhsad2OYlmWs5VzHgbK5H6/BxP992Uzoj+Z04f2aFJb1n+0pAOdLbSM+8Va7so8JPpyXYPBBirk/dLAkc+bBm8Vmwcczm3pd4i+C5uRnzMKIQhi+crVirZBSWHJNufdsbeL3kbV+3TzYdHTIR36W++WtCeeeNK/rOfOhI2Qn9/7K6JHA4SY6vFOljQTeNYcF73YVigTF6xtN/GSehWyHHW6mH52JJUAhIsiOdjMYpybsGATwDwNYXTsMNxp9Pg+kfv3TzqOo5n2FpGX3r7X+caHfnndP9d35Ge2zG/eutHzTSRuFHwDyXtFH3ZpMf/IHq2MLKEy9CP23xX9967+muhrdYh3hbVSthhTQMbVmrbUWZHfkVYs5B5Lh39jEe1rzvg1UZiuaSD/6uSE6IeS+nteaytd6wugL/2aQQfEVjpU7j2YsxSScJvRtulI6O36fZa2yLsTjRYq3jfTjgNjVjucCDbdrqoKYms2kzQOpzI4YAdhqwV7nqxNumF5btAOBkpJ6JQ67h1CKrmYcTCsUBUb7airJe04uEGfOIi/H3YsHdACxNM5QIXQaa04WrApoDO8lh0R34lwYJXiNkxLv8n5oVGfdjwGbewssRSqdKKuMwYkNths4bB6OKAFPrfEjX602NBh91cnfvJb/30kpXazHldmvUcqei6erWmnzg3WFAFc+Y7QG/EGVcvoSHTWGaa14eJBiTxZq+xO6kM45GgFedynbTRuwHzFkBp8QofCCI7mwVbxssw/FJ2B7WReA2EagV1Gh7wSlhqZJ0sc4NSHhh0BbklMgz61ZGnHoWPUYSWBPSVeMo8hvYslroMHVtfR4JMt/7aticFro8qFzxb/XE2PN442abuz4rButkSAwQYrT2xQkxnFbeFYHHSkdKbckWHQESXFpcdStLWFA8DdC+wYaPNeIgSwbCtsrYWN7rvDuk9lOahJKneO8N5eawU7AihJBTMEMQxLpXXUyxxKaEFpT0eDs7OWLnh7pPDf+jq+fiWOaxf3qU62NhaQ2thsvFBWSGYirc9y1gWO4rbNl1VvSiqqTDoxv3b689ge7MbyFEIB0E3oR7M+PZ4sju+stXJ/3u7T4tsIqHGPNjQmOYMuObv4tPOHIrowbdioXb5gUNwDa1EgqIPintxY8RKDTRBuYHyypMwssa7M3hhjFksaGN+SyogeB43dn4NSIIs9AydbXxSdNH+rN1ZiAZpPoUfTjjpEBlfsSDRRtaWR+UYceER8/3JJK+6UD9aVDvZAQ43UIZ8ava8B+zvvsugm4AtB1983iIVq01VNjAqWBrtbbWPmesqqgToESyHA5vqlSHRLNCi8l71EYHtJHEulyFjWLbyXqLuxvFSCvalv2YFgErtWKIsPA5phcFgsY3aq3tH3p5Ao/E1eA9VnCn+0puPrV+YKuvCt344EO0LjKS2wXSrqbN65ttKT9ituHZ3lkr6+1ukwN2IFCv3mqYbuFiDkdTS+wob3bE4LUDGQMDzj6PwJv4vCa5k3+uxEbC0exiwt/k0gERi0t9GMgWO8joEna5dySx+aZEQD1a83lDf/F3br8PHRpG7kSgb1ofzp/Yrn+18XNFwKgzav2O7dwuWMwEJL388WJw2SW9V3X/bNou+0tdJ31acOfaGjgftwSmF4b09oZWwoog50ActUQrYaKQvwFNPR82uDXvYbZcVLvsTWDkYioI/V5cXP6vd1JU43O9SFwVITw8YbXcH3+zQxYLBxs3VstruQwYuVyW4omVsgzr8dSmmnj8ENKRcp3Z2+a8eqSa/j9HcvubHXJQJ2T70CmudLZbAY3eBga622jUn9VOGroo/ienIAdqH6guhufmm7C4eX7/Ot+MmhKBi0KvrsXMh9Yk3fPVfTxKIYVB/ZdJk7DIde2/N1TzZXvMRgEyQR1KpX3KdV07PLHxYdi39NLKCBaSqsLdFB7Dk4FFMs7KW6Ogi3QaMY9g68xKeDQpHsm0Q/aU6KPtnWQJgO/CI2kAYGfkD0jktlyUal70BSK2cHEnp+uBn6+JUJ0dMpTWxmOlrJCSJxIIOCHx2EaEAv4MvTPyt63bcSQFxs6g6FfKV3d2SrC+EcLQRTLQyq70zo0FnD0e7XclV3bHRsTZJZ5WNVeDShOyR4b80g2FhvSkJP+hV9dnYG9PrtS6zMYz1X1X0oq+ZREFhy0WLGp/SXExmFEi0Cckkq3UxQ6TdDIDVYbk+K3uImX/iFHVEt+ZcBJSLbGjsKXFKVDWtBqGV+TvQnah8Sfb0D58GkwleyAT1fUxWdwWCVmgUq0lyPWEqTfampHYr1/j3sGNFW9Pt9hAaxYLgEVi2eDyaWXLjWnQzcomN0Ziyqz8KSrT7q0cL/eJGjviYkBNkf1Tm+PY6eq2W/FiufKL9f9CKYCbe2OKu3Ed5k4iUGmyAxzBCkbcVavi7986Jzk+6jS1rhPprSRKDS1iG0D+T/VHSuSieUiEK60bmoVnlP5P9c9InM6/UDXIIrVomZGN2T+SnR49l3is717KX294t+ta7nZ76uDvNwSL//YxV1kByKowGvRzSA+GRFh60P2eoQSc3WzX/e2eYLzihVDMCxYp8GReLlwsOi9wvH4DAyOwCVtnYgWh1NLLxEYGsJYYhTLa3idwdDDMRY0GABodpCtwqbgOdtXdRYrGmguqqbhf1U6aDaCX5/AQWYVEbfH0KB4QszWuB4yy61a9xeu4RNxxWYlrNGA/H1DpyJ0U/5NTik36ugiMDEgIFvG7bBxu+/I/A60aezB0TvtyrOe5EdIxId9CuccSHxghu7H23XWOyY6JGu2+G/zaiPemdWCzKcG3QTwmFP5tUnN0Dlu9/Wa/HG5HtE9+Fca6lxi4kHJfJkI+Sq0cDzNmTbZRj08Wjvm7DcVgP6dzLKSvSRsmIvSSXGh3wYq+hJ/zmQ0urCl3K9l5GwuhAJaaL0QOxHRW+Aq/xCW6vqrApPV/T8pLDBjAvO8i2tGq9eRBTF6+qwRpMa7N4DhoflhlYT3p/7gOgHY6/+1n9nwxPyWgVMGVudgo/MIbw2DKYabY2mIiG9t9yYQvj5FuAixoAL3WiwRKYZT7aWuC19Gg2sECGEM2pXlpDQBwN6rxUqgJa0tYpJ2uV0TANX3stk+cnZ/WHGZ8sarFXDuhDsNWPaQUiic/x0Xp+FsI92T+2Q4yhpxXoLu3e5ljLbDAQUculf9eyqsLOd9GtnN28UrhJFx2bA0e+76DJjQiEUirY4iHmpfmnA6XfdZhxo+6LoYBTaOmuX6dqr8W/23CWvkcmQMwdZxABu8xB3IebYYWMw29Gkqmzps1cy6wsh9WRt4iUGmyCXwdozmtCH9Flw/L4SlacsNg83bU0EPj2tgfFUB3SoQXVwiYAa2MuoHM3k9Xh3ZpSVKA16T7Z4+fc0gJHAEdFPGmX7mC/o4ppMXN8/nn6l6EDumItY7z4RVwM/hM3NQ45+Po+fC9V2xWFEsUCzgfXz5HC2YisHHMZQ1lZPBChtXNsMKAUZTDHwZ5WRuGJWzejMeW8xmIgHlFGqBHYMT7aWEK5xyK9MOovWCjXybF7tBJPUVUlFWj/rVqM00TFAeR7v6GJICiva7Fi4JblkyblzQO3GrZgta8HuPwi2unMVPf5PLuu9nkcis9GSL2vddzqTEd1yNGmnsHMbga2I+NQPPVsjtExtj1si4CaJqF7ftRYZIiG91+vwwzxe6vWG0oTzfvtgYCW4v9WakNeyIMyI+fVacMmom7SMvj/qRxKDmKHYVoKUYaPdpEnzyb6+f9PF6xh40q/QId2SeIPoaQyFpSx9SEbR1Qv59CYMoBL00JhGpl+bVwd5vq7Du8V6f8FRAaxEkY4eYLnZO9vncHIdlRFi+Ml/Tdx9MqsGdWdMHSY7LEvY6tjEQ51HC5cdDlYxU6B6Gwnr51XRwSHfdM1aCWbd5im2uiRj2iI+ENDuSSCj3bBZS6uIs1UdZOdwMsWVWQbOcUdEd0zswEzD5ZzOw3hyYyUW0kpjGnidtL2S+HUAYSx31A4xECY95nNBrSBwluoWvxY8ngpqIMYKcQPdKSapDCT3JNUucBS5DIjoh6/oO965VwtGHcCenyspRDMa0iR5o7euj2eUHS5lqR9oWtx0jMFzkkJAskb9QCKG2b2O0nCv9fcyUWHBKIhOvBvjGmcCSM3rCvWCLQxhR0y2C7p125AmjZmQ3ixXq3qvher9Uam2rN4FrTC2cvtxrc9Yz/T1fZ5srHiJwQbIqlXwzqToF5takd4f0eCp1tGhuElUgpYR6M5rYcl8rKSDPf1SQrKNeNjRQN2HljWH6ig0cKwi8/tiqPwFYYBr6Igs1jkIpEbnRE6rGZ+uvE8/D1AhdijosDgDwnXyL+T1+8h/3r1Jmlukt5vQWT7l08A8gmCk0cqL3i91K6FDbtzxebTXS+jeeLK1hNCvqqPXs+xbCeZJYkBhBT+O2SIGZl8o/U/RyXrjBhXhvVyq9r63zy0rxPNUVAetWXW9M6t25mxZzxXnIY8k3yr6iZzOnm20LNZ0ZqMWyotebrBCrteD3UKyRo1ndE+FD/fORic+q3am9Cn8vQHQjDPUph8KoLuaxsK0/ZGVRIFddSaRlbb+Q7+/LeRoEtfEb7vcUZhe0FE7fqeFgo3RZXRbS5xV+3FuNvESg02QBhwGh4EXHVS2nAnR98Y00dgZVQfxN1W9jG9P/ojonwt9QXQGqpRkUCsx2ZA+xLW2PvR+8Pyz4k6HSYOYKyn7ArGdblXi877XiB7yq5Eaj+nxP9jRYeZHLKWLrbU08WBi0xp6u76ORGERDu327I+JbnUlLpWAVsgVibn9JBTUbhjb2wzk+5V+6UUXXHZUeLK1pIAlV5NJrQLPlXtvg+2WelNJFlgA2JdR2mQOExNSuKqT2FGcdCDARYa0e2q3WCGer+nrS021W0AwmpN5tZOVluoLtu58CAY1SV9vamBW+JuY2SCk0k0IDRtKaMHmUlufbbdNwVtN6FfcQKRMmpmohuPaHZ2pr9jK4YgmERUkCufL6nlIKe6WhFeM+kzb0e5QAMf+VE19bgqLK7e0eMPHnqyHEFqUCeiGwgFbHyJWfmIBbRlzqGwnAt//OqcP8VJRh9zchB2PJg6obuvxcGOlm7DywQo9heePGyP3JdQhZbHop4aZu6RfP49MOnFUGkfi2tGA/zY70PF+2UBG9C/mtKVT7Rq84gDkdhc6f3aDViVdwMn2y33uBj9gh8FtwM+TGyu8Pi1bA5YdXfNZV/K6uDEN6M5ASGFupY4GYtMVDSwTYbXDFLfuVr8VagZ2uxN6r5I0YRpVg2Hsa9kZ02dndl6hSpeS+vvIBrdWYdK+aqs5uoVu54uvk8GtWNNuINnj3JZ09Stk02sjMdzonSirO+uaNEcsTVxvia34yfMl7WKPxdRJLvnULrslApS00aQz52hx7Jm6MkJlo4qK2GMpk9+CUcIRTzZXvMRgEyTk01JUrqWY9qpfH8pLZVTJ6voQ74hobWEwrA5hMKAGOZDWKm2upjhvVi6uFrWj0Mzo0F4SC7z2g5rMjRaOwVsYlTh2NAaS2mIPYCaj3NTsvRZSh0nauUc6unl6Iq3YYh4/Nx9fLOv5HwUnNBO7vE8rc3Ens/LdUcXkn3QZWNxuQjYLzo9wKY/bwCbFDX7A+ZYw2u39JrWebK7MFTRAiIRXuN5XzZeAhnkorNS4u/xqR+pxtZN1ozMHtYgGpm73Ju813tsN0KUmcC9yf80wZpf2xXtXKXOgKz2a1gLK15c2lgSSHZAYYISkb3VLDJj057HTZAgFpaaN67fGxIDdzRu9NZ3wHhuJQjCofrV7p9kDI+rD6iiWTVSVHa6/UqIxMVvvtW4YkzHGjAWUtWiurdcqDGjRlhdvj4En/cqqCjc4gksdrZK+PKBDdKNRNfCDIa04D0dVr3f0/VnwRZ8p/KXolk8DawqhO88ZHf491NLKXATMOhQGg2NhddCLLW15x+EwWRmycH6OjqgDmYixJa/vfzDwPaJ/pPC/e37/UEgDjNsz6jCSsGmL6AkPYTNyrmuYe6qmVUs6134p8LaacACTzCLzqygmwSyDpIyy6vyAkjEU0CVP9abCGzzZ2pLE3otMaKWbVwpq8EGSAi7QujOqmPspW6EnTBycqN5L5ZA+mxZmmXJVtWMO7OgAAzkUSHbr7OqqTccp0JX60DkGwtOMRPT7favGm9dXOqiYcyaAnWg3BrKAPyN6IoIN836t4IOMzlXopyncbD2WeanoLFDNlXWA1s1208+QpcoNelWqa6ebezS691hUsCyvhiGDqq33FmMA2uVV1L3oOAR9GdFTQf28BRxPy9xc+3y2u2xYYmBZ1q3GmG4C9/3GmP/bGPPH1/99whgzaYx5p+M4OcuyLGPMfzbGvNlcg1r/fcdxnrr+We82xvyb65/za47j/NFGHfd6iMVNuY5CU5ohNaBxVODJw19B4P+BS9pReHBIP+/to1qpmbfeIrprRR8GcU9HK2uZkAZruVZGdLZcK3VNhM6zsofKTzBErKq28AklwqyvKYb0fE3XyO8NliIY8FBAOxhtDEBiv5wZCIJONqbfH8vr7/F3ViqL03DWdA7bTehsuVV7B7Zc+8DY5Db/snoALyM6q5Ds9kTAerPRA4qe9Ce8f/aFtFuZsleezcmgRsKZjG7WpaRQ1Xx1SDuFl9sa3Cy3JkUfDR/F69p5dYOplXEv7ozpcHPIp8HajogWgGJIDPJNVLRBZ1oA4RmhVQHMYjGQ71dioJodDKvfmCopvSw3/bK7yGfTtrWqTWKBSkODVVIh8/pEwppoxJD4cVM292S08Hk+HzI7F+EOG8tSv3EFicGqfUCYVZwuaSLsT9y38l6/3lsR/SpzAHDcW3xvF/3MshYXKfuNJiXgJzHP1tTnV3zK0OU326lj4Gy5GQPLsn7YGPP/M8YcMcbc5zjOE12v/ZIx5qeMMR1jzD9xHKc3D7PZwMTAcZzTxphj1w/Mb4yZNsZ82Bjzi8aYzzuO8xuWZf3idf0XjDFvMsYcuv6/+40x/9MYc79lWQPGmH9rjHmpuTb28aRlWR9zHEet+BYSYlHnrUnRY5YOqZWwcKsKmjoLuOu/s1ernsWmOhzMoJmW6Q/7eDCpGyQPx7UjgLjaXIQDSkbUQZRc6FG5uIbsEo2Ins8hSx3OI8t6K+yM6vm9M60ONYPqxRMdDVZrtn7eLmxtrKLawb0FHdgMbnUc66pidyztFl0IaRM3V9HAeqsFssMpraKlA+rsLwCrWuiosxv0aTAXQDdmvkL4g57cJIbWon7FqlIq7d50qJ7cWEnFDoq+16htiHThbXIdfe1iXYeFSfJwxq+Gal9LCxIHw5o0hh2lmT7Z/proLFBwVoqbjlkBLiGQnq2T0lE/fyyix8/QhLNnMNNmpnpc9PXG4LMb1w6pLTiQUr8y1+i9NIvd02xIcekJo9erFNOC2FUskHMjPihUJ0XnsPOBhJJclI3+3nxDoWaVOjY1u+yoYQeKwkTKj98zFtX9SONdeQoTgVMYXB+N6nc3Kjo/4Tb7VcRvOwu48rijdnrCr9e2BUio0pF48h3ICWPMDxpjfqf7Hy3LOmqMeZcx5jZjzE5jzOcsy7rFcdl2uFlQotcaY847jnPJsqy3GWMeuv7vf2SMedhcSwzeZoz5Y8dxHGPMY5ZlZSzLGrv+3s86jrNsjDGWZX3WGPNGY8yfb9Kxr1lIi3fAVnjFCeu46MsFDUT3xNXghX3qMGbqmm1/aU5bsn5ff5e5ZjSbfxjB6cmc0qGyMuOzNFFhi3kVDV1Tae2IFY6HtVJ0ta0QgLeNfL/o3PtwGaxNHOLLtXXmg5UzK6tWdaKsVcxnlwFdsvX3PVb+P6KPJVcWKxWa2g4uw6CudSnPRksDA3hX6loVZKDXxjBpBS3o6fyXRHdzSEsu7frd2deKHsXAXh7hU7/Dz56srxAOdCl0n+iDrZVgv4qqI+dFbMAjdsc0cKJ8taWwvh2WBqKLhSdF571CaAwH3wcSyhoTRIU5h43p8QDhH2pXA+gwlFv6/kJTX49i4/x6JwYsWjAJDwQ1kG25DOuyk3u5qLZhNHmP6HXQWK8eDtbgtVbXjgOvJ/fblHza+e6XBpzC81N3WZjG4euYH3GBo/dTd6g/g1NdB5RorqY+s9Dq794oYZPxsYDafRYTyy2NS2tb3M+JbEFWIsdxThljjMUTfS2ufr/jOA1jzEXLss4ZY+4zxvRszW9WYvAusxLIjzqO880nbNYY882ob9wY0/2kTl3/txf7dxHLst5jjHnPOh7zuknQaJvuGUcrW/sc5fD93mFWSvSh4S05ikrSnRl1UJdK/bU4G46iNaOWYnlvHXiH6EksbJtyNN93g4cE/dqR2JtUXPHVmlZ+kiG0gANq5NiSJ81fFA6Xi5BY+buS+7zouaw6pL0JdXiBqn7+LSmFco3ZK7fvdESv9WlUGbe6pIJ6LTqo8hXgfH22XozLpbUtGONgOZ17vaPOttbS4MVLBLa2nK0p89BMF/yjUtcCAllbdgRVP1XVDvqOmM4UHHW021RHsBKNKJtcu6NJLnnkWRBaLmvSsyets05cbLkvrt/PGYIrNX2WuM8mBDwHoTobLfy+akgr7K4LvCAh0MHuMmqnbb+eoOdABd1oanTs9uyvd+JE4Vb2ACDI/P4GGd2g3wJoWneX4ECCPlKLXeeKeq8V+tyS7Uco2cJw7nJbb84vFH6rr8/fcrIxw8dDlmV1Vyd+13Gc313jZ44bIxRP3zZ+pmx4YmBZVsgY8/3GmF/ia47jOJZlrcsZvn4Cf/f6d24pb98GQ7ENh1H3qcFiS7gFqAobjiVAj2aqmo2fW/5Iz+NjcHWrc6/orxxUbCPli4sabLklAkNYHDTk08rc1YYOccVD2jEg9GiGNH7oGEf9DBb19+5IHBOd8JXuhWTGGFNHJbKJSl4QWx5jHR2AnfavBMscvN5uMpV/WHS2/8lEQiGTC6t87C5xfoWwNc4g3GJpd+dqRB3eWqt+nmysJIADr3ZtxuY8Agfb2fkMoqK/29YCRMtSuzzj024eWYZWD9v27igQyjKZ00QlMKLdEdr9qF/t+q1JnUc6mND3nyrq+UnHem+U32hhIuC2n4ZCW1K29PpWwaXfb+JBYYGIMxplWxOP+YJ2S90kaGnBLoQC2RLub7I8DYcP6+fZGgdc6KrvxVAM486LSnttFXtuKB+J4lmp6r0/kVWYHp+Fv6Wy6DjOS1/sRcuyPmcMsJXX5Jcdx/not/n371o2o2PwJmPMU47jfLO8M2dZ1pjjODPXoULfnBiaNsZ0l2R2Xf+3abMCPfrmvz+8oUe8zkIaNXL27jSKhSUecCisD20cQ2gdRx/6oYgGqi/J/KTo044GvgzkiYnnHgNWrub8WhUmfzWDL0J1CoFJ0XclNZir2Fpp6oDd4tMV7VAkgloJJB/4lbI61KWaBuehgBq5heoLor8sqQOzHLSaaupMxHlgk7sDmLVuz7zRwqRpp9Hgo2VhC7SjsDEye8yWtDvUMZoYkA2jjERgZ1yTzpijDmnA0UBTgVue3GhhYnnE3C96MLTisp63NBCbwzK7vWmFkb0hqp3ObFgN7VRVq5qnch/8Do54RZiUcjtqBgxLpLEuY3bpUhUkBn7VHxjqDT3JNbUg8cqQsjI9E9Kkmp3RtQr9APfFuGHuKTEQB3AWjSQRbsJ7jYlKva3nN4nvHzVKKsL5qKt5pcWm0K+FcT8wsSQLEROVAniZZqsrccAoAvViS534FaPdtxS6X25J5LLJi34WFFGMKR4Ma/y7P62D/V8o/Iee33djxTHG2XwokeM4r3N/1yp5sbi6p2xGYvAjRucBPmaMebcx5jeu//9Hu/795yzLer+5NnxcuJ48fMYY8+8t61sTu68336b7sJWFgXd6QDs5p1Hp2FnWSkXLBpsFHnJ2ELju/LKtFfiqCy57Hrz7J3L6fU8bDXTJJc9EgNhbA4POGYLZ6rOis6Xqz7xC9Af92pKfLGnidBmBetnXe6lYAh2KAQzIhpBpsKsYwBUZDWMxjbPisEtRxa1uN159zkhMVR8WncPJ3ETM7pHfr4lCy6WQxargrKX3jgGKLo8dIp5sLSGuvIHEstlVNa7gvQw02anNt1X3g7Y5h8CK0KQ2GMMq2GvA72dHg5t5V9EiYx/NRFy/77El9QMfnsqIzn02Z4uqP9b5nOhrZSFykzpge6GgBtZudJys2DMwPg9MPvdEuAsGbl06DM813yd6Gokelze6SREwS7fzQVKThYayJO0OaiJ2NLty/7FrfrGsv73Z0O5Xv92kZUv92FF0gosw5F9sKJw643NFt3jy3cnHjDHvsyzrN8214eNDxpivu/3RhiYGlmXFjTHfa4z5ma5//g1jzActy/opY8wlY8w7r//7p8w1qtJz5hpd6U8YY4zjOMuWZf07Y8w3ubh+9ZuDyNtFyOU+01AHQX7pPcNgy0joQzUFbOkksvMPFj8pOnHVbsHnTFuxoVZAjy9ladV1uqYOZgcoKOeKSqPGlnEJ2NgoaOMoSxiGPpFQ7O/3Z/V83xVUbOpkRfXpjsJTSk01cgZU+kMR/XzSyxqj0KvHlz4keveGVXKZbzchHSmrcEUwUjERYHDCv+9XuL225SjOjAN8nmxtOdH4G9G7n73unQbGGDMCaAU7i3M+DRzPt7Viy30sR/2v1r8PaSB3vqYLtyhuGHZCnya1OWaeXFI7/9Zdeu9ehR8o49YeCKvdtougj9tg4Sbgep9bx8lCdDj4KtGfqvyV6FHAztz8nNvCMu7fSYeUWafQVNvmFthTMhEtOHXAUsUiCoW2N539QdG7Z+2SmMMbi6rPOlCZEL1fkFkKm4+DaKMPhkFDXNWu/qGozjFuaVYix2y5BWeWZf2AMea/GmOGjTGftCzruOM4b3Ac53nLsj5ojDlpjGkbY97rxkhkzAYnBo7jVIxRTjHHcZbMNZYivtcxxrz3RT7nD4wxf7ARx7gZEgnoTR/xq06aMkJfGsDEj4b1uvrBf/y9tTeK/tHmn4pOXDcrJemAGsBhLEzrGP3+UlgN7BzgMWTnYGJgg6mGNIPkd2bL/h2DWrk5mlIHSDrRyYp+XgeVPn7/AaPDxgNh/bwRbChtA9o1HNNEr/t6L7d6BxfbTTgjQPhEo62vM4nM1/ur6MciGhwulTXp3p/RZ6Ed0GutNThPtpqwezdTWel+0m7ty75Z9L2YIXi48Nui/8DAL4oeD6hduNjQivS55f5gvG6Y+RgYsp7M50V/y46M6PMNtSvjUbVzhJQ+hsRiMKhMMctGn5X1F7XT/S5vXGqqbRwMalU5HtZglFLtc4aBMyBMBBaqGi5zZoVLwNyopdlRWgVFc5HB5DHR2+jcN7v8HnPCNNYGZII8lv7O3bCt9zIZtQByMF+v67npOL3nGLecbD1Wog+ba+sAvt1rv26M+fV+Ps/bfLwJ0kblZAgbNgfB6kOOYZNRhzUQ0psSUFaz3NIWNA1ONqqVmFk42FFbg61jGa2kYbbZfHnqK6KPZ7Sy03T097Ml7AOdKlmCePzkrq+09QQ8k1cjRyq2R+vagmWw2mprx2AxpS3axxcUgjAWVZ3D41N5ZVYh9Go7C6FCpGCsoSq7O6xJFnHC1YA6DFCBr6LG5VKiKuAdXJxT3WJ7IDzpT8bjK/fbVUu7TXM1rTNOtR8T/Q2ZfyF6IoiFUnUt2T9a+n3RmcQSIkrIZBx2is89C0L3ZTOij0d7F/ZOl/Te/sKcto6PpNRuz9QUUhpBhbrfireb0G73u8V9IDQhesDR69UEMUEYW877pXomFGy+op1zzi+xG8kKvps4KLCxs+8mjbaWNQogMTFdbIjZkPqkBSSZ71/+7/hbvVdpd9kNWgLt9FJDfeIg7HzW1iSKu388ubHiJQabIDSQTARO+9Rgjxsdvl3CQzxV0c97tqiVrSbWi9eb2kJ3a7Eu+7UDEA1o8DUWUyPzD3b+suh/VdLNym4DtmQoiEX0/JBtwoKRKYKve1Bt0ip60vvCCgUqOfp7OYyc6yiE4PYB7QAMgQXpdAFYYVStI10MDmeKn5bXiCPd6lLAvRTwa2KwN6r3choOoWVpKSsR1Apx0WgSx+2lxG0TF77c1uNjcMYqYb8DkZ6sr/B6jPkUHjTirFQma1G1C0UMt2ZiGH7FcOqH8rqP5XBMNyEz+HFjW+PsFDe+uz3bi/X7er4+FtWCTwuD9a8a0URgqqJ26K6QdlS+Ue1vuLpfIaMYEye+TrlS/Kro6ZR2urk5mAUobgp2O/+89w7EH9Lvh+2in2QHwHZ6Q7dIvJBCh4I4fw5zJwGdmsEi1VP5ld//B22F874jpXb5H439Y9FJ6DFbV537doYcPTc7ovosAI1sdoU0iftaS2OgLS1bEEq03uIlBpsg5ASeTSkDwPcnHhC9genhCLBFO6NYxAL2iYebWinLAivJDY9seZ5eVkz8UuxXRLfRsp4Gm4dbIsA2JanKOJPhNuT3jKMzBq8K68zAOAZQvzSnfx/3aeIz1XhYdAYMFdh7Qr+ma3o+4th0HewaWuAA5HZLDJgIcBvn6YLCL16S+nuil1BpylX6ow+l8+UAYB3bVQeS2q1zMFDqyY0VPttn6tptK0dXdr602hoIDkfUzjHwQoHWvDzyw6K3QEN8e/bHRJ+3tWDAZX1MUt2kigo9aaOfzGk09Wb8nF1RVLjr2JdT1YLQRUfpVG1nY+99QlZtPGtkHKNEASM7V9cFZ9xn4yedrFsiwEAe9x4XebLoEMYsmcV5sU7vxKCGhWzsgFBI6kH9wbQG98muLeGJtkJ9uAdrrgbCjrImwYTtsYMQRPdrqaEFmM/WFVVw2NHO8R6jMDePRPrGipcYbIpo9nwi92ei3xPWijsTgRoSBVAQm+m6Oqg7LG15fq6mm3fdsI87M8ry00F2fLWqD/3nq38iug8GkpU3tnj5/gbYJmiwyVZxb1ITgT3oaFRAA/iNjiYirSamnyElS8/XfE0dXhV7JC5bmsiQ9rA7OHUbgNvqwvZ9vqIVfl5rLr9rthT+4LZUiM48BG5vwiFYZes3ePPkxgq7mwtdtoKQxAlswr0AKFHB0vcTujEQUfpHwtDyVa2SduzegZybMPDNYHbpSErt2Gfn1E7uQsGDfoHc8m7DrOsta90jUG1ox8Wx1U4PggQi15js6/PdKvoUbiZmEcJx2eS8+vPy0Hv75dXEDL1nEsJdcUQWc4KEH5/o6L0dADsc+6js3D5rtCPxio4WO18TelD05aYmidU+r8WNFWfLzRist3iJwSZIJKRttpBfK9xx9NnOlNTh/PJtGHaNaSLw0qx6iI9P60P9ApY8LWOoiy3LpE8D7cvoCMT9etuw5bps6wBpuakdElY6CLUKB3U4m/zVB4JqdEZQSQvBXi7jGX5N6PtEf6yj1RF2KNIwquctDGvX9HiT6BC8LPMPRQ87Kx2DC1k91+QS77c9vdkSRrt+PP1K0eu2Vu3Sfh0g9GO+xG0gMgjKw7HYMf28uC7nm+hosNcI6fn7eu0v9PU1BjOerK+we9gdjB1Mv15eG7Ezos/69V7hQqkOoEVp7A7a7aieSOjnLTpqx1qrFp71pgONBPV4uZhyEHsW7hvQezcd1KT7VEkTh6QfTDAYzr6Y+1TP41urcBh3OHG76IWG2lkmgQMJLQBF/WpXKbTbaxUWFSYiOmNSNjozMdnob0lXKBDvqefKajt9PqXH63TUL8/6tagy0Vyxza8Y0HPHhWeviGrF/kpDu0sUdv33OdqJvX9Y71121T8xrU55KLDN2Pk8KJEna5V6UysByYS2QENYaPbGnWogChgm9tc0Ej5XVv2TJQ30baMOhVjGIgxy1dFKSCao7B5MZHZWdYjtbEUpBt06FKwq15tYaAaHSx6fp5a+X/RUUG/rOOhEozj+rK2J2rxfF8AtoANwj6WVyWxMv+8sHHzelxc96Kw4bFLeUbZaIuDGpMHXOUi+N3G36ENGHVZz4G2iXy5p0kbWo+myVkHviOsSJz+O77xRLKtbZcyTzRXeT3FUSSfCK0WOOvYOnMQOi5f5NJBrYb4k79NgqAkoUQV3Q8nS7t5MXrnYmcS4dU6LNX32R0EycWtSjyfi1+NnIjAcIhRKA8nHFsFrvcHCTcUL5f5IKCsNPd82knpW8CfSCvm8WtXEzK2b2MQwLzcNn68qlIn3KuE1rKpTbNxvbXTGOQ/F4+f9xQVvF+or56fQ1JiCUCIycoVW7R5Soc+eiPRmFQJSyRxIAIJKxu8l48kNFC8x2AQh1pFDbJcDyuIzFtXgarKiBv5cWfWwT7PX7gVaxhhzOqczA6Q5o8OqgklmClXfW2EAQ6ATZWWDQ10RtNBphEIBNTJltJTZ4YjFfkD0fUluDNXzc6WqBv1SWfd9REIarMYRvDLAIDXbTgxWLbUV6zvj70o0thmtPrnZuReg4+i9si+lXPAguzBfb/+16LmyzgRQmHiQa7zo0yR0CIP+L0H37CQc2oVttmDuZhMG1wy+Kl1EBPs7WrDgnoIvNJUE4aBfO41BQIWGffrczjp50csd/fxQULt9PFa/S2KQiSk7XKGpDweLkrvj2kkOgP3sfZNqd7NYeHbAuUu/L9q7Yr9Wod9zJU+HEKbITdFOQM9XUpnRTQDzW5QaOtkMdjlDcjSqJBllnyYmZ5b/suf3UThTwPksNyENOP3U60dW9N0xPVeltt6rTy/pvRL1Z/o6liZu1oW6+sTTBSwqBBRnLIplQVtZHHNDNh9vpniJwQ2QMWzuDfsYqOr7R7CMZBdo7CodLCCz1aBS3IaDucfgjrgaHAcARVbq3OAYjZYmHu2OGmAG/twQemhAE4GJpN7GE3E9Py3sMbiI81sELp5DZgGjBntvQnV2fEJY7nK+8rDo3ZSLper22mNA55nDsrlsXAM7Uvpd7OgAJwfzXedTkJgwWJiqKNb1fEtZn1K4l6pg7PLkxgqfxVha4SgztePf+u8LDQ38Oew6FtdAOGhrIJXzKRTkgvO06COWdhRYweZ8kNu8EO/tlF+Pd28CBRZLg4+zRbXrl6r6e25RRKP52rw+O18r/5HoW53ogH5gJH2/6MmgdqovNL4mehWbhSl+nxakeP38Vu9A3UaqY6Eg5rgwnJFauV8hccULJV1suphYGUauIUZYrKsdXWxo4D6d1+6Im5xs67ne40yIfmtaz82H8goZrWLBmic3VrzE4AbIPALzUkoThRRA8qSdmyxp4BlzuYrsELglBqy81NrqoFqoDozACMy4LFAjTZ0bbV0NQ4Y10NQNoDIWQ8v9aktPUK6hwe3R7LtEv1hVmrzzbTWSb8zo94+iMNWyCa/R75dV9u5LCLe02GhfcyA0EdN2fBkUjgz83WTV1mxsqa43td3OdnzVBabmydaSZXDDD3Z1iPbEtfvTchRzfaWkgWIxqvdGxqebZxOYrapi/V0yovMxEcxCsQJca2hFmvc6NzNTLlXVbiwhzhyPEuesfiGOGQPSt7r5ga0mHP5eK3ED/54doIRf9SJIKEjhudlUx6uPX2F33UxD0RYozgFL6qYBNsZ9azelA7hyadWtrZ+XAvXrkq833HhriePNGHiy/pJBu3w8ptn0zpga+CYq3lFAY+rYjFwrq4HqdxW9bxX1mD7l00arrHlLHSCHh906CGzBM5gLA3rUsLXkX2jy/IAlyIU8ZAFVbDLjEL5ypkCaP71+ZdCD8PO6DXi/BniriY1uTwvnSpIgs3pojVzjDhINN2dbbRAO0HsxTyqq3bBcRa+9J1tLuMywe8D3IjpxRxJvEf2hxE+Izk5n0VHDcAWMWXMFhRiudd6Hdm6melz0+bjOLpGWmvtspmuq11FjSKGVaSE43O4SDeu9EfBrR6bfhWMMtDmczeuXiCqxAY/HlWGN9KbAWfabaLTg57/S/vK3/vsHIq+R196W1Lm6GTANDnR0mDhfOSO6g2fhdr/C4opNvRmnG+qzx0ERvmDr7JgnN1a8xOAGyIRfHcBsjavtua1VHzIO/2bQ8Qzi78n37IYlPVVVdgV/VB1uy9LAmAaUlRc3cdsE3AFNHWn3zoaVneQqZghmalqpYyWt0uxdeSK0aF9SE4HVHQN12Px7UnpuZ2Fiw4G7EnQG6qso/qz+TJIbHKLTUYe0VFS4yHZPzG52KdU1uOomMmBgFnT0uZzFsDCHh+eqOs9CiGMggI6Ay+ZeBnoBv0J/GHimIhqclZu9ceC3pdQPLDQ18CeuGy+bdmd7d8c2mtqZs3ApDCc32hq89pt4UCIYbu5gz0O/DGlkgRqyVo5/pqoxxixuhRiKaYRouiUpJzsKi3oVl7EFtQD0x4t/KPpLIwoP3vLidQw8WW95vqYDl8+g6vpjofeKfgRsFYDUmwIKWWEM1c33yV9N9oP52KToUUsdJtkdyEbRXCOxDh1yJKzY0qhfHWgIFAf7Euqwq210XDCERuHqeW5abkb0+4IuhTnCYW4mYTs7GFAHQ4auVVXYNVZlmXj4LA0Wt/veiL9tQqhXLLLnW//dAnTnmbIOf3L53rGIspftjujw8tfaisEfQGd3ttA7MQisIlFI4HWtICyVFUNf8j8kuo1EZ66hfiCPTimrvoWm2plidXt1x1hgCgb0erLA1X1vGNM/hp/BL2ccVjGyAbrVb5GhgT0GNjrh/QrZ/3Y6K532OnzOoZT6xKsV3CvYIu4m444WHwtYcPZcSxN8wvIeKf6vvr7vhopjvD0GnqxdmMk3UKF+Y/r/En1nTB0AoUOIa00RsdQXC78tug+VK7eNjDSAnCHogEpn9V6Cjb2tRmJagZ+ua/BwN/Y6ZEB48PFZNaCs9FEPokXNYgEXqOVhFLNBbbOmsystZ2593u7CJK7dxrI6BP50/v0G7qzyEcfdtvN9fZ4nW0sIVavWVnakMBDj4kOym503ys0+X3i853cvIjB0EyYxFvaZNFCA4GzV3gQgpRHtEDAUWUSigEayueBgnmeLUR+7SbuttNmkKqa4FXjWKrzf1tptZLfUrXPuJlnsffhM/j9+679/dORfy2sXSpoEPVxX5sK1DkazOHeoo8W8S02F6R3NvFP0EzlN0j3ZXPESg00QGriXZH5S9CKG5j6/rAbwlWkNnjDgv4oD+J7MPxCdlTS3cVe20J+tfFT0l8R/UPRdmYdEn8o/7PINaxPyNb9yWBOBO9Lakq1gM/FdSR20umjUoJJONhnUpVm74uqBd4EKznb09RagTGQ5upmEzDCUnXHdyu3gbuw3UdrsgT9PNlcYfHUXLYhzHg4f1vdi47zfUXcXAAbzav7Lorvx0PvRIRhO3Kmf78JqE4Gd3QHI+VgU+2tAT3okRXiIfkB4Vivoz+bWVuFeq3CeyA0GyEQmAegVWYfW2xbw+oaxXHGtwbPBzIKFcKzfzjILeu8c+qVv/bcfiwuGwhpEvN6ngfljYR3c57NBKWCnyJij3bGdcf1tbw1oDEGCk/42XtwA8aBEnqxVuK31eOn9or8MQ3JHI4o9PJrWh6aGYeMPLeqm4aaPfNlgoyhrpWq1QVWD9ar4j4u+I6wPfbrxUtGXwtqybgHn7eZw+5UZ4CUPgvaPDpUdBBpUdngInQpib0QULEjcazBk1EFP2ysL1Phdbsvgtrq0gNNm0jjsqHO/0qcL4LXiYDqXFPU7zOz2fdut6nqzSXfRgsPGjHPnHbVDc9hEHAsr/GEopUkrWXtY0WXFnwUFCu+loYwu5Cq1QCIBislkQAPF00WFKtEuRTBjMJpWFie3411vGcaslY0eCDs4pKlO4nplI9qJzdWVtYhQHXZ03BjRuCdgKKo7UypBtd3LJV2e6Jp4rTMXvgW/nWuvJJbRjoZ6TxuFF7/U0uJX3Kcxi5skHC3O7UsyCVX9REE7gbM+7W55cmPFSww2RfSB3Z16pehZow/V4bQ+RBUkApR3DE2I/qsXflN0NzpQCuEcnyv8lujj6e8RnRV8DvH1S0npJhFLK09AXpkFtNhLKLw8tqQdmcWqbjruoGU919AhxWJLOwxnS/oYncHQR87ozEY3tnirc4m7CReMkdFqqqDUr5ftz4q+eqFV76oZA/M6BvTWe37DSwS2lnQPaJ4sfVxea3fyogcDOu9CVpkWYEphQI98GMDs91ldDXNTO1mztZM8V9NA8S8vawXjlrR+Xgdx56Wy/sPxqj4bFZfh6Y2WfhMRzhCwQm+hI8Nh77UWWVjAmuewOiDB/XZg1tu2FDGoX46u+N2BYEZeu6utBCifKv+h6M0+YVk2fvvFEijWa+pTH6n8seiHk0jyt7I4Hl2pJ+sgDLQZSOewBGqpqQYvgcICs28LDyU7EI8U/tt3fKzGrG6hBtHyrmMTcrGmBnu9EwFK0NKOxWxN4SiJYO/b2kGlipuaabCjqAxdrej3sU17oqOVq+XmJI5ge+8u6JYynLdbRZ5VUwd7HPoN7G/mQW5PVkt3cJ5FhT+I2aAGAvlWRyGb3KzLv/fDLnRcHlsOo65e1qfPBgc862G1S+NxLXDkyJIMIaQ04agdr6wV+nKDZRUGHxDcjbYEzZYmclvN9qzaFxRbuWGXW3rv+XCv3hV7m+hPtP5AdML2Vn039hiUW/qwlC0tTnIRZsbO9Pz8LSfe8LEn6y1LNW1xNyMaSB9rK/3mOLCnAZ/elBew8KyIVe39Cluo90QUD8jPX2xpi36jhVhhGrlBLDwjv/eSjx0N9bhkWZrJPyL6c9kJ0U/k/kz027M/pt/fVIfSbwdnK4ubw6AQHlDeZkwpnmwdWSz2Z3cYqJdQwGBBpN9hUDfqXgor4DXMKi3UtMPR6PQ+nstNTYT6LQhttPQ7Y0Dh9fND32gY5kYXvNZbZq0uUhBHfVoYjFdwoX13MzqWJkmXO3otnsj/755/vydzZ8/XPdlc8RKDTRDSa47FjoluI9sugs+a0JgooDMgwVm1hdANnkGhQxsPamXtjoiybexw/rnohB6tlW2BknN06OxwRqsPuzG0V8Lw8QFLF9Esx4+KXu9oIH9X9t2ivzKhMwM/PPQrorOlfyKnHaPu4Nhtp8RWFwsDnhkwY3RwrxWxw4FQpHJVGa7cHJTbcjxPbl5hIM+E2+11NzrMelMXOa638N4/mNaCzMsH1Y5lQ/oszdQ0uHv/pP7eHxj4RdH/pqazbRtte1bRea4xsM7ED4o+GlBbU8cALDdfr3W2ba2JzWbLXntlGP9QjHNy+t4T5bzoLI6ReZDSQswxYDKiv23gF0QvdLSDse3stuNBiTxZo3AvQDimMwa2pQ9FE/i1VFD1NPQwesiJkhqBtbY8CafjBtG6ow6MHQcOgK5VWMG/mtCtjpmQfj9lX1KD2cfzatTiAQ0YLjYfE/1lNhYTga50pqYtbjrI7Z4MdAsH6xmoR/wZ0RtgLWKi0Lfc5Ab6b7v0Kmow0CdMja9zM+1wTAPLSlsTgW5q1I2QUvW86JcwDJVv6O+5PauJwImc3vuHM3qunstpIH6j7Y4PiZrdZ6DeRme35GjB5WpB/cJ6Y/i3eiJAWfKt3M/5el5ee0V8QnQW/x4p9E4EKKcbXxT9wbCiDGimn7U/L/qtvgf7+j5PNla8xGAThB2DEVuDo/GwDrlxlT2z+wjYJ54va+BJtod+ZTB5TL8PC8QqLf3+KZ86OMd2AcP2KXT4g8m7ROdWxwFQsTWQ2Vwu93YY1bZCjQ4FNZFbAjYph7zniqUMC4Opu0UvVCe/9d/bnYWIQ2oh4LbrLewxWOd7w9tcfHNLP0UNt0CwjWHj6aKy4Kx34OfGaMXf1s0iY4wxfgzXniqoX9iTULt/rgiWH6Odz82WfqFVblKqnBG9HgQkdIOJAtyGyW+0MM7onqV7ILZXXiNhx6W2njt+FoublAMRDeyTfr3364DBBXzozvm2EUzLMd7wsSdrFz5UjxtdJvKg9SOil1u8LBro7gGPfh30FPvBxjGJIT03bC5p+hb8rxM9HdCHnnzdrCJz6VW/0CYa/HIDQ1ZYAJcOqR4EfvJyWc8f2TKyoNVbspTtwcbgUcLWxK7s09+7jA2n2w2r2lMs9TCsSvLaRsK68TIaVmreCpg11jqPsdbtpNzkzHvZk+0jTMLZQQiElfq2XEPBo0+4Qwy8+6voM8F+FsazlA6rzoXqVXQqI+gcx0Ahyfmeje4gEHrDbmK/iQKf3c1+Ft2Gydf8+WukRg74lJTjiG8FDsQ49lxRk9AW7u1YSH24W2JQNNptK7XVrudBsFJr6bMYDm2n3T4eK5EnGyCsqk76tG33+vjtoh/L6kPbstUBXKzoQxfx6WVlIO0mNFBLRqu+521t4eZa2KPgYrDXCm0KBrQlDVIgcwWx5GRJjWBh1YZSPV+5stLSRTNqJAn9Kvq00ni1rBtWV9HodUGrth22EsJr6WYua40p6Ot8QJC1dhS8RODmFd6LaxUmoW64bAaaZXTTQqhQcwFaBWb0a1W1w0uW6q22YvA3Wmxb/dJWY/HpV9Z7/w5lrR2POoLtM/bKLN6Jq0qQcU/mp0Q/WdfFkh1b4bBuUu5oTHDFr3OIi44+C0y67ZDCgT25seIlBjdAqg2FX0RC94lebmmwmAyoPhRWA/LDe7Qy9IHLGhm7ZfsUGqiUoxXxHY4+9CcDCq1ZMsf7+r5+pQF4yufsD4j+7pguZDuEVdEn83q8q2ci1IEtVbWFXQ1qdSQI7GwbVe4dKV0e031+N3vJ0HqLN/zryXaVVdS5htS5a2MlchN2DnM+hf48U9DvT4GLvtbW77s/qnCR41WtIF9t9d5eu96y3okACzhu0J7tnoj0K0xcutnyvjejBCHDqNBHnLeL3i+jVdyPWTP0t5q2JqXchbRW+POmi0dX6sl6y73xHxU9b7Qq+dJBrTztjWvlJd/UQHcXWHheOawV6lnfu0R/ofBhPSA4wGhE4R5Jv35fMqC3zWhDWXqa2HY7X9EFYqGAJhptVCfcEpmxuM4Y3G0phj+B2eNBdCnLcXWY3+P8jOgnjQbr5Np/Y/QNoo9E1QheCelG048Ufl+PBxzO21ncgqdAICP6zqQmSSFLk9pLxa+ITvhHLKL3WgLbUKtgkqnUdKdEIKBJLT+fVd9e8yHf7u892TwhzIv7SGhHmMQOJO8QPeFX+EOprQUcQizXW3Y4+v13DmiLYDSiz5qNe3WqqvrttkKjLqfvF30Rv2erYeYpLOCwE9twGUa/2ZYVurEk7c9+37f+e0dIfR6Hga8CtUDYWa2uOzcsPGsxo3b1nrAmqfuMzix8uqw+cScYujy5seIlBpsguxAoZ41WmMd9yiIUAWY+FdbAfzyj2NQrOTUQeSxIm6wpbdsAMPSNtn4ecd6f7vyR6ImwDk9P+HWLYqGpRoSVmwAqPVw4Rox/NrhP9NuNvn7vsDqAYSwKyrc0IOBCsmm/ttwjjp7PsKWJDP/ejRhnT/Llop9b/ujKZ4Olh0tqtrtEQxrsRC2912uOdn/cAm1yvxO3HQnpMjpfn9tQmTgw8fESga0jbrNLFG7KXSo9K/oyMP4pUDauGu7kvcGN730Gotwem2uofqmkBYoHR/V4b0th87Gtdq9W1Ht3oxMBJvEBvyY69aaeLzfYXhQzIMMRDSY7ccyG1c6KvmpzMsn7IcGg2q7RhCaS9Y7aroXiEz0/b73FbVh+xFmZoenAST0L+G/K6G+9iPmTYEDtKpPsoNFnq4mKejqkz+ZtibeKXjNa/NzS4g0fe7IeMl3QFu5o+oDoA52M6J+Z1mz8+YJWxu4dABQGDqUM1iAaZCYCpaoaUFbSHgy+WfSIXx3S+RYGj/B5Y5lXiB5ElXi6qIlLOKbB3MX8p/X40lol7jgaXC81sBgIRe35miYq53IfF31X5lX4fHXwiw1N1Nq2JiZfbSttXsynweZEdqXjcLnwsNnOwmAsHdNuCO+108s6eE8ueTfu+dXfr9fatvXa9ss0w8B/qeQlAjdSGIx34+R5bcMhvZc62HTsltTFIjqMXKgqlS4r1usdWBPecUdWA9eWrc/aWX20jOPo+x8uT4pOu7zRwkCcVWh2eNyEMxLztVM9X2+7PPtu0K9mC7j53Odf5J1bUwrWyv0e8WsM8Xokvecxh3cWSV0bzxKLfc/ktHg4g+4UCUoilhbfBhz16Z7cWPESg02QicwbRY/ZoOoy+lDuDmkgnwmpwY/6NTHgAq+lhgay4yGF3sy3FTNP4dIqJgJT2LCZQAfkSPadop/KfVD0IbAksSW8XHpOdFYrrhp12JW2JgZx3NXPLOv5uNrJm14yX9Hh48HYLaKzssfh56POS0W/4Oj5LndWEqmt3r53kwxawGG0t5kYUFJRDcaWik/39f3E1XozDjeXkN7W7rz4/eSWCDAJjYQ0Yefs1+pjWd9nlaxIuab+1qatfqACFqKrFVBMglZ60Fbc92YLiwbEnfc/+6bB6CqWo1V2nTxON5esPr96fyS7ZgFrbbWLLB4+2nlYdEI0GdgXGpr08VmbLygVMAs+GRSQhvwKX97y4nUMPFmrVGxtmU771GDdG9B14CNRfcCPZdQh+S29KZ9c1sC91NGhtoKl8BQaVEo6oA5rKKKfPxpVh/rF0qToTASIhST2MxtVqNCi3dvBzwEbaw08JPpETB3IINqYn7mqcJbBpJ7/SkMrRQOW0g4OhrTSlQrp+Yxhg+pcVc9XvYvFqN8K+VYTMji5ye7sa0VPooVdi+q1JqWiG67WrUPQLxd5v9S6nqyv9MMK1bF7PzsDMe3UFuq6QT3g1+d29fyK2vE4qHZXLeByqdCTFWnPkOLAQf1uooCYjsZ4b+r79/rUtoRrmwtbTOJ8j4W1E70AdjkWhChhDF9HML9UcSbxFzd3kYC2KIoq/7Jv5fqOd9QHxQPq0281SoByvKVd+khAfWYM8z2EdQ05eixzls4wVNrqY4NO76WkW0ocj67Uk3UQ7g2IZZSa68mOBleXltUhlVrqgN6X+yvR/+nYD4meCWjwE7BVr3YU+kOZq58Q/W8QyN9lHRadlSlCkcp1rcSRwzga1I5AJqZtzlJdK0s+BGtXytpBGUYiwzQohg5IqayfzxZyNaZY0rGYfmIKNu35nDqkS82vix7oaqETnnCzC9vxHCBtuVACkgKx/8SqvyqilwhsH8nEtbPHzieZUTgrxdmnOu5F2gXeG/3On3Awn7NLWexjYUHockXv5RaClQrY7TZ7folbzZko9dvdC4Pm263Atd5yoxnYOI+WBguVD7ZtrLMSnGeRRBJVsOhTH70//IDoF5uPic5rezj9j0WPocNwmaxEgWOi++ze8x6ebK54icEmyM60YuyjRrPvS1V96L5/VCvYt2fUAN03+DbRv76ExS8Y/Lmc++x3frBmdZV2b0jXm3Oh2LxPHU6lpomH7WglLRueEJ3Dxy0Ef6220vhxKDDfUiM3U1OjhI67+XTto6KPYGhtsaqPRdhoJZH84U34h2faWh0JAEub61p4tt0DTw4YDka1RcxrOYdts6R2dTsffJ3L5ug8ee/cVMvl/hZKN1yCGHF2IskyNJlTrnYG5v3y1K91EJ0FkL+p6jB0wKd+gMPIbVsLIgXYwTO+3pDRjRaSSHALer97JNiR8ZnNtp1MRDY3MWBiOu+S6M0Ku54G7hMR7byO1nWW5+HCb4vOZ4tSs7TLn7YUBne30c3IV40mIlVrGw0fG2Mcr2PgyVqFLD0Hgmrwh8Ia6B9Jq8G5Pa24WtKVVlragmZFnENfIVRZCQcZTilG/kBCA+NsGIt8lhUfWEKgTbhI1NHvv+Joh4L4xEz8iOhsId+a1kRgHIuA5lCJe1NMz/dfVzVR2BN/meiLCPSvVtShj8XUaO601cgO+vT3n02tsBwtVnSAbqOX6Ky3cOAvV1d60BhYieKRCdHdlkC5CT+PS36yuHdYBd7o7a+erE04fNyNSyesjJ3ZQFrZwPZklUY431ScdBNQIs43tNsa2JLWud7Ue88N1las6fcXjQbKwZT6iVcpKY9pgnXo2bz6gWZJoTxXNpgBjX6mXJ8RPR3T19kBKMIWEOZXxvnKYr4pBZ1V7X6FmP3VMET10xvdQaAf9ON4OM91f3CF+WcYdKXZsN47F+qaZHH5XhpJLGMGzv2dwuD5aESXth529LdUbzIq2e0uXmKwCUJ8Xsgl+652wItfVYe12NDL9ooRzV6v1vT1akeHgRcddVhLA9qCT9kK7TmYUgMZR8eg1NLje3xZHZwFDP6CfU510LwRXjIWUmhSEgvWCk10TDp6vCmQX4Qw45EJaks25qjDmvA9JDqH/AIoJI2E1QgfbylUKeCsGPSgHzsdtlli0EZFnlVUDgySqSSJITQ3XDY7FKQrJcysX8pIBgOhkEZjNxud7FaXRnP+RV9j4M3AlMsDWcEeDR8VPRbSRGPGfkF0FiyaLf1+x+lvODkO+s2fHVVI6LGMJiYxvwaezxU0MJzQeovJNdQO+eob6+7HokpyMQCoFnHk1ZB2C0+21JawOxgK6PUpN/RZZCK3ViHVcQzXi/ttmm29H9Z7azpnXLjPhzMa+zIrfnkoAqa+jvrMIELBgYQG7sP+g6LnjCYGZN6r+hQ18DIUQ32ws7nG9pqtc+Uo3+biJQabIBU4t8/W/5Po3fSVxhjz4Sl9KG9NaPC4K64PVQOJxP8z+duij6eUOmym/KToHNp7RfI9oi9gO/o08IBfLGswR35qJ6TDzDwfrPS02no8L+SV4nIoqaxGY3UdaD2SQUcFG0K/1NDK4lRJoVyLIZ2ZKKPa8fWatugfbH+f6GeNVs2ZyES7WJymGg+bbS3oxhDX3XFx1k0X1iIKEws3WcXc4YJLjoS1CtzBILwnmysMDrtnSoIouLD7swMdgyGfVj1JQ3ymqvMvhLowsWCFuNhn94kV3ieWFE5RaWvVdkTjfLMTC88uVfXefr6tXPUbfS9372f5dsJ5IArng1i1XrW3gnsIsIdircLEs95UW7LZO01YlKiAXtePROZ8ZeV8frKqPv9VwVeKPhrS4t58W4uFLJaR4etKWZPmu2NvF30JjFt1h7CwbcQg5e0x8GQ9JAO4w/6o4u3OV78kejiuD+E7szrsuzemlampmgbCP5R9r+hfa2vljIkAW7anjQ7LDhQeEn3SUQN1yNKKeyupv+/ssm5aHgHHcRs49GKjdwt4yK8O/vasVs4Gw/rQPr6glZ37MPhUTyhEYLl6Xo8PlcBbA/r7RqJaCYs0tYU/CQcSNCvvJ2Vhv7jbGy2DyWOix/yaVOUak6JzCRQD9X4H/FbtQcA8R7vDeZXezjwJeAhp+q7mdSeJJ5sr3ZAGVkjvyfyU6BFHA0tCPwo+bL12SRrZWfSj85sHLNBNSLrQwb3+25f+nei/uP9XRK+Cpvr5nAZb92CWa9HW7txsYW0VbQbm+7JvET1oaSZzvvg50d26o5wHcpsJWe/xVdrmDIZ9Wzg+stlttC3n/bcjqVvaa11+/YeSuptnFHBb3Drm2YLeiyMmI/r9sb8jOjsOCUvtcNXWJJzv/9tFwbH1xUsMNkEaXFW+ig70HaJ/zwCWf4T0ofrkVQ1W3rRTA9c7BvT1ZxYVmhMHHIObjrN+pee8Na0P+VEkAl9cVoN4Lv8R0Vm5y/r08/0+NQs5S9uUDA5ZgX9uWX//Q2N6vG/aqS7j+SL4r5f070fjCl3KGG0hc4/BZEWDz0m/JhZX68rN3131Jm60ts3WGrDqSZ04YgO4R79Llwgz8/nUhDW4fdZl2JhVTMID2mabXZCbTJj4dQ9BchYqgdmls9Zx/VtUJXc62qlkAYdSsxXqwo5Dvxh30kIfjOvxv2RAE4FbkmoHq4BMzgJCutzQbgsLHGsVDn9XQcsd8akfS0XV7pdqej248Ix0sFxeGEUHp4mOQwEdnH5hmiTFKDV0ZqJS188P+DN9fX6/wv0/IZ8iCbJG53FSXYtEuWuHcrWidm+urUmuP6A+et5ROPDrw6/TY43qtT1XxN6E9t+IftSnxbYtL17HwJO1ShAt0RaCj7RfA/k/WVLM/U/77xH9x/dpomFj42XL1krNxZJWOUMBNShuwZPP6q1bjhqBvdnXi75Y1+AvFtGqsm3UwXIh3MXcp1S3tS16b/pNoo+Ge2+GLrUwYxBQh7XQUGzxbPMZ0XckFNsZRICRw7r5ezBcXoustPSfKv6p2c7CwJ5VNkKFDsQf0tcjivN2gyOw4s+kkVVfLscjtKjd0W4RZyL6xY17sr6yCmfeFQyxYvpU469F53zJwYhWTbOAR/gdhQz6gMueyj8sOmmZU0GlmS6a3olB1tGCwy5FcxjUO8wpFDT8sMO3Z1Q/U9TzUy5v7HwMGcd2ZV4t+m2Y1con86I/l/sT0fkssxuYz+uG+QTY6tY6v8WFeftj3yN6OaKd4eni1/r6fDL9BACN68Avs+jCYXt/9s2ivza9UgDcAxTXXJ0xA5Z2AhJ6uqTPVhRJW96nz1oJy/ge62i36Hafnku3uUtPNle8xGATJObTQHjB0WAk3NHE4Ff3HRP9UEoTgaGYVqivFLUy819m/kL0IwkNnK+01aBQdnS08oA5JTON6sKkpYHziNFBJV8ELXdgX4eDGljbRj9/1fH5tcpeBF9oCzMQi001cs+UtLJ1qfoV0SOYMbg1oTMgGTsjehqJ3/2Wsp8UHDXw3UN4250+c3Xgrc48DlYiylTlG319H6tyTBTo0PrFAS+X9F5mVdSTzRUbiVk3/e0srhUTAUJPqlG1o2eN2oEL+U+ITupbdqviAeCssaPDbRlfEVCmKxVNLF41onZwNKJ4j3xL7epfX1V3/nxFP5+bhtd7eR+T9OW6dk73h7TCH3d6zxzw8zhDwm7SWhnOKLQdkzUN/CeiyvVP5h63hW28XzlDwfutjcWlL8v8Q33deXG/WQAHQxvDs0FU+7jBfjihSXOtrc/OpFHmxYbRGIXDy3mjMVDR9N6ttKXEW3DmyXoI4Qg7LQ2mxuJq4BF3myaGi2fLWgk5X9YOwY8PKDTpayV1CDsC4JeO6EPqR3A1CFafEVTSynPaBnzC0WAvgxZnzQ9ueSQCpY5WttiiDzv6e49k9HiSQbWCEbB5PJDVwP+xojqAdkcrM88BEvDe3driP5JWI5FrqpH9qwU1+Fc6KwGNO25WP8stUCU0hgOaHGBbK8XeaELZJpKWOuu8ow7jUl0HvUl36iZ01pxX8SPYmQWTTAJbthls9Mti5MnGCgdSu+EhvFa7Mg/19dn7bR2w3J3+J6LP+tVu+h29t0i7PJr5adGfr2mVlWP4LUeDp50xfdYvY5/KNFiFMkF9dvcn9e8vVLTgxCR+vYdnaasOh5UUYndIOzQLzd7duGRE/cahuH7eTFshp3a4dxEiXz4pupstZWBOqNnJ3PtFPzigneFQWv00WbLchInCWEb3IS1hKRln+e5PrvipYczd7Yyq3rHV58dKCte9Bc9Kzg8WIbiR3ZYmubw3mkhiEkbvDaXv2ILiJQaerFXmq2rATsTAP1zR4eLdca1AX6yong3qQ5WCg5hCZpEko4Cj30/5QuG3RH9g6P8WfRRsGHuTmthcKWBzsU8TgSAWhtFBEjuZCCPYNDrT8JE5TQze6uj72UG4VNKAIh3TxINV7wMBrQwNR/TzSCNYBKBzCfzkg4GuAUpbsZyuTBsuVT0GUu6bgNcmc2VdynTVZbCduPARQImulLQq59b+ZzudwSKhTeWaupztvmDuZhdWtdNdMyolQEt4Lx5NvlX0ismLPovAKmj0884VFAdtY3srk2oO4keCmpRzGPUq2OFq2ftE3xvD5mLYsecLaqcul/Xe5yzURrPoxDCca1uo+LfVL+VMb0YyPtuLRnWyRPUb+LtJIqLBbQhLuzgfRhgkiz79Cos8OdiuTEyJEo5klZa8uylwpgQK76DeO8sN3GuO3usnMK9DUoYYlraGbH1u41bvmCOKZ8+TGyteYrAJMhRFZcrWwJmY/SKKlruiGlwFfRiKQkt5FIlHoaR/78BgE1d9KzoO5Onn0FsRewSiqOjPOZoYXC1qR4EtdjdmGlZy3rDjH+nx4Pz9eU5nLA47OsQV8KvBL1QnRT8V1M3R99d/XPShMPGa+v3cPN1NT7sjda+8tor1Zo2Ba78dh36FwQaddQfHvwT4x8IaK/RuFf7txvLkiUoUC86Cvq6BSgwT35n4AdGPBBUK9Dxmi4KOBiPnO9pdol1iR2Kn0YLCoqXdsQs5hSZRUlElgbhcRuDc0OM9ktZn+b4BfbYm0Hl+Nqfu/WFtDK+7kErYhyVaM05e9OOVv+zr80lfWqxdEX1HRgs49Bv9VuwrDYW3EF7jxmLV6fTuhjLw9/tU56bj21Pql8dRAOOSsNnain4wBeY87CKKBwElampxjkkP5znuDikjFWcGHm3rnOBQSGOiHR0t4Gx18TYfe7Jm4dDatFF60tdn/rnow+CrHghrYJ+J6VDUlYJ2BDq2Orzjtg7+pAIvvk3UGGOSUW0j1jFkUAfU6dG68vqfrWiljQ78lpQOFxOPOFvTyh9p/YaCilds4yFlh+A+v24yrnXUoY77MESY1PPjQ9U+BSMatPT7mejtzOigld3Vd3Wjv+SAWr9Ql43GyPO33WG06hmE8zwd1mFltr/7FeKMCT+IYiahbmuwx6qkJ1tLGGyORFeqtGOxY/LaHkuhJNWOGqqqpRXqYwENTvyOBpbPRvOiTxe+KvpoWodPaSfcZKl0XPROWO3irUgE4gENdCcBNWJBghvqmbRze+1ahftlRoz6ERYpdiaUVGMy95men895rOGU/p4hS4PViqUFKbduLDcbD8T0+gZAv8pEgVCixYb6RdLZ+ixCvbST7vOpLataarsmAVHeazS4jvlXfh9nCJK4lyKYZGciwA3kFs5d1qfHziWgubzea4fTSgRA+lJPbqx4V2MThDRjrwjocOqeuAbyl1Fo+JKlBvZoSg1kB6xENSz04nBv1taKu53FsKyl2MbPLoP5BYH+HQE1oMmEchx/o/C/RQ8YtCEBdTJRxa3XsanZBxYkOsQFtNQDFtuoer6/UFCHFCLFJsRvKSsRQ28glcwh55joJ+3vnL1iq2PeCw0N3L5qVOe9woVn7P70uy201dKqXpWUhzENFkt1TYI92V7SDXHYbXQg8rSZFH2upexih3261CmPe/HZplY1/QgUs9gGe76lzzE387oJK9odFDgWwBwTw2LLiVjvbuJjS+re1zsRoKQDCm2ZchSqNdnQ+aKQy8IzCmFliyVN6hccZfPjJuxVRRJ0MzsoGPnBrl9pawW/XNffl0xqh8qto9BGR4rdV255ZxHlFemfE71m9Ph3JVY6LB0MG18FVSyXgLrt1wmgY0Dxw+eygNQCE2FzO9FCewvOPFkP6QBnXbe1ksXxT3RgTb6lD1m1A+YVVMhDyP6nSmowpxGs1VtqkO6P/13Rj8YzovtRfXi0osHg5bZ+Hx3gVAtY0aAOhF7Mq4NORDXxCIW1pVxp6+cPR/S23pfQ431qSQ0o+bLbCBjIR86OgB8dg5APRtfSRO4us2IkHwnrMPB2g7602trtGU1o94Vc77OgNOQMgpuQKSYRVp1Lh0KWVrJ2xjVJv4hg0JOtJcRxh60ViMPZllbwOQvEzmLW0XshFVQ7MWxpAaWDQCthlLSgZem9e7mk9Jn9ynRbsT5vTmpBaDisz9JcXQPXut27QLTeQtalQluhVHmjUJ/BsAaThZbaOlb0oxGlkebMBlmhpnJfEJ3EAhQmDqQVb2CmZJ9fu6EhQHZLYBtsdXozzrnNN7FbRtv3WPmPRX914h+I/szyyvcfSetvG8Xw8fkifaKe21XzMi3txnyto3DZIJYL3mPp4PQFFJCCpvcMgiebK15isAlShIF6OqH0mCfBMvT2hDq4PTFNJCrYeMmhtPm6BrZkh1i2dFHLJNgzcj6t2g5G1EGxAp8oaYWd2MzvBVQqisrPWXAQrFpoFtIhMDqUI0PKTBPyqdGb1tjVVVjJOpp9l+ifWtTz970DenysvnBrZKArcWig4r3dhDjYpZpChQYiGgzsx46KfFuDBzdoD1mVOrbC6pholMk6hNc3egbDk7UJ4RdjoZXEsxnQwOtUQ4OTe0NvF31PUoMP0hzTrrDCvg888VFHA+NdCYUsXsx9UnTeWwysX5LSxGMZNEZPLuvx34IGxR9c1WBrNxYzksFrHoxd/QqHsZN+DVy5Z+I8Cj5uRQEWScgKxERtV/Y1ok8DpsnuKxMHBt6pkFbNL3V0USVlMbe+sERCm8bi2qkexybrBqrwdheLFucE59Vsmi829dkZ92uBJweGLvr4vT7durzHp8W2kaj6/FhDi4Gfxw6SLS9ex+C7F8uyMsaY3zPG3G6uNWB+0hhz2hjzAWPMhDFm0hjzTsdxcpZlWcaY/2yMebMxpmqM+fuO4zx1/XPebYz5N9c/9tccx/mjjTzu9ZY9KcXT7cTw8R60oFMh4gE1MSD95ukSWI5ABbZkoQ0IrCSHtkjDd6kEajEwGtjoeZD3vwoHcMooG0fI0sRoNRuD8lMfiOn5jGKQKh1UvWnr8c6hkLO6Q6D80zuyWrW8PaIOlw5/tqrVl1PY5DzsrFTCdqTUWbvNHGw1IfPGqu4Q5mvchM7QLXjg93EhGXHVfuB6F4ra3fJka8ul2gochTzyu8L6nF62dDtruHwYr2sgnQkqq87ggHYcuHOjhQp/NKR2IQR9VVILKAnI3cy+eAu6vj4H+tIfHFLoyafnlWt+qaxJ1poF8BQmAj7QXidQoa/UtcDC88Fh4+WaXs9lozpn5fqVFramVzuq11t50Tn7tt7iwC9VcDwzfj3fHHZ/c+Zffuu/a2hOtBDXHvApW9ykrSQRnHVjQWjM0iRtJwbhC2A9qndUn8AS1yWzhe3yFtxjYFnWfzDGvNVcY0U+b4z5Cce5Nu1vWdYvGWN+yhjTMcb8E8dxeg/zmI3vGPxnY8ynHcd5h2VZIWNMzBjzr40xn3cc5zcsy/pFY8wvGmN+wRjzJmPMoev/u98Y8z+NMfdbljVgjPm3xpiXmmvJxZOWZX3McUB1s4Vlvq40av6oPjStllYqdtvaxqtjj8FCQy/b8SUkCpYO75IVh6xDUcwwnKzqfTNm/ai+P6A47gRo3GaB9XXAojRstFrAoUA6WJ9Pzxdx66cL+pByaG+5oa+f6mii1GorxeaqXQCgUnuhrh2V5+rqwOetSdHHHa3sLPpWHOLV5e2VCFAYmLPlvC+muO4SFtlwKVS/0CIbOyfGM5o0MunMtbQ75caA5cnWku77K+Hovfb1/O+IvqpCjiom7cilwhdF35PGdlbMHpFtjvcaqXcp7EA0QepwuqR2jzMFw2HVr9bUTj1V+6ue379WYUGEGPi1LlAj1XIMA7BxzCfNrjExGAGVctSnfrFYU7+x3gvVKDx/HPidq5/o+ffT1krwPl/Se2MHfH730k1j+mdwOu58XXSiIGx0M4442pHwe+CVtcpnjTG/5DhO27Ks/9cY80vGmF+wLOuoMeZdxpjbjDE7jTGfsyzrFsfpsQ3PbGBiYFlW2hjzPcaYv2+MMY7jNI0xTcuy3maMeej62/7IGPOwuZYYvM0Y88eO4zjGmMcsy8pYljV2/b2fdRxn+frnftYY80ZjzJ9v1LGvt3CIrdzRbDsC3v6nc6q/dEAf6rBfr+nnmxpcviWmq+ifdbRD8XRRNyO325pjsYMwEtHvH42qQ212tANxsa1G5vncB0Q/nPlB0ffYWqnLhtXgP1MD7R8ojw+mMOgU0fNT6+htvruoiZjB+Xq+8EHRy1Ze9NdldOhxFCxSSw0dwvtf80rLd5d/Zdi7kVWYFwPlrS4cuIwHNPi6UNV7c28c91af8AYuu4ugY1Fpa+IxVX5YdBIB+PDssWrpydaSdKCr2waI3uvSPy/6Fb92BCIdLWCcaWoi8NLU3xO9ZNQuJoJasCDDVQpQmkHcq3OgaY6TtceFtnoeBaEy4uwdUU1q3zXwU6J/saHB2zTmfdb73k+C1WdPSAPvCs7vbFULWqTRzoS1IzIKv5bN6kzCQkc7CoQpsiPB+aRRnyZ+kcRDojOxZIfkEs53qaowSzdh4kXbyG7o/qzSaL8hs3K+DiX13uBc4tPL6lRPm/7s8i6j3bh9WKYXB8pggcU0Z7Ln5285cbZWx8BxnG4qyMeMMd+s/r7NGPN+51or/aJlWeeMMfcZY3pmfhuZpu0zxiwYY/6PZVl3GWOeNMb8U2PMqOM43yyZzhrzLSDkuDEyrTR1/d9e7N+3rBBeQYOQSGsVdcjWYOrlw1qxHgxp5SQd0hbj792igz2fnwOvvqXvH08qdz5p4iKWVuJIezeALYqVtj701aIa/Jek3y36qKNGo+Qo4DFm1GAfjilrUt3o+YiAJZA132xIj/e+YTiEBe3QnILDaAOewkRgIKTfmG/qAR32A/rUVQna7pWSRlOZOaaAC747+xOijzt6r59Gkqsp82o60gBYh46al4s+Hbokes4ojGvEr85+b1Kxsc9VPi46W+ae3Fjp3iL/nFHI306jgeIBWzuTuxNaoMlUtHP6heqfik5M95jRzl8IsDR2SgmxDIf0XuYG93gA+2GA90iAYpJ2jcLhY2Ly1zsRYPeNz+puR2ex8uj4XGppohZA5zaMjsy0o5343Y4WbGp+tTXkO7MAj6E0DYgM4JcKRqFhV4o6DJ8CdKpfySCxJPd/DDMu5+s6u/jx/Mqz8t64/i1utVWU5HEf5jeww4MFGG4FJytRC9CbiF995EtstcOTRudzPOlLftJcg+sbcy1W7qYD+47i542MSgLGmJcYY/6x4ziPW5b1n8012NC3xHEcx7KsdUm9LMt6jzHmPevxWWsVbmvdn/0+0Q84+sDvjKqDeA5TZ5mQsmnsj+tlW26q/puX/p3oL0//rP690W2zi1FNXBbqSvM3Ezwm+hcKig2lOEaDvSBo375ua1X8Zf7Xid4BnONiU2nuOJA4lfoVo6JG5wz8H5e7PNrQFjivXx1sE0sNLIMBTVEDRjBrYXFNVxev0N5eLESUgaS2hMf8WsVqg9nlq00NvHktKQzMQ6hCnra0CjuEKiJlqqkDhD5U/bxEYGtLN1PMkE8ryGUfYGV+hf4w+An5EJxEtZP5VEWhOM2YBoqER1QaGnq6VYhrMS1wlJEIHE6pHgapwqWqHv8QCjZ3DKhd+sKs8uqTm36tGP1ISD9vIKjPYhyBuN/WQD8Y0ERhOKZV6IsF3cdzT1LZ83wgEuD2XnYbOeOQryo0KJ3S4eMBQHyjgNBmU/r7FxyFLbphn4OosrMbSoa3ktGZg/tCukfhtsTK+Z2twWfBB6Kgvwr+PBjRpJhMgiNI2hIhMB8iSS21NMZZNNunU+sYYzYIcTpkWVb3cMXvOo7zu99ULMv6nDFmx+o/M7/sOM5Hr7/nl40xbWPMn63lQDYyMZgyxkw5jvPNHtSHzLXEYM6yrDHHcWauQ4W+6YmnjTHdvcBd1/9t2qxAj7757w/zy66fwN81xpj1SjbWSy6XtJKQTGo2fqquVc4fyT4o+v64PkQTCTV4A02tzPz8Xg2Uv1zQysaUpfSbAS52CWFxDwzunXAop+tqoDizcNWcFz1X0RbvlyPqIMkKxErU7dkfE31M8yYzGtbEJJ7Vvz9V1N9Dbn12fDis/eUlpXd9cFB/L/cqFJwXp61LYDsrK9xbXbgl+oGkdne46CYQUpPzNBID0lPWMeBZwZ6DY0FlOQoDK5tAUhw32Mrt08pXE7hmUgZ6cmOl2V4JIJ6u/B957a6sdibnW/rcxQBx5HN52taK610xDbSmjN6rtEs7I9phOO2SGDjoKJSQGAyGNKkeCGlg2LD1Xp6pIxjDhvpsQCGb673cjyxCSXR64wgWIyCFGI1rkWGhquc7HdNEY9mnfi3iINEwcAwQv0/PH4sC+bb65RZYsK4CGrY3hZkUBMtuEgpqB4C2brmlfnQ8rtCsKmixO053YqD3Gpd0nq9qYE7GJs5eDUU1ySIMzgHUZhWhSlDPfQzL+hSEtcVk4/YYLDqO89IXe9FxnNe92GvGGGNZ1t83xnyfMea1zsoFeLG4uqdsWGLgOM6sZVlXLMu61XGc08aY1xpjTl7/37uNMb9x/f+/uWLvY8aYn7Ms6/3m2vBx4Xry8BljzL+3rG9Fm6831wYrto24rUZ/MKi4awzsmzCGd+vAzM/VNbAnfXUGC8QCaIlfDqrDIbsE16UHUCEfa2ZEr8Hh5oxWou5M/ZDoHD4u2lrJoQNrxzSQP19ShxHEkFYVYzasjgzF1MgR59+yle90b1gN+EWwNv3F0n8S/XD6B0SvdVVH8o3tHXjuTWkSa8MhlNp6b6UBH3hD5l+Ivoi62mW/smMslVQvhtWhsUrXAFwiHUAVEPCGgF+rgJ5srnDhnUFHp9g18EmYGgsWnIVarOu9+XRNh4PrLU1Cp/wamB4D7roDDPgpR+9NNyHGnvtnuLhyFnZ+saG/D39uFuvqN2ZdhlXXW47n/lD0WPq9oidQcMk1J0WvNzR+ybos1TpTVpINt+7f6ntNJV/WznkeLFc7UgrJ5czIlWZ/zDoMxrlkjJuYKd2kFsYYEw+uQKn2R/TmuKz1D/No9X09P7sBxqaiX5PAmYDGFFcreu+V4eMJK7ti9UYheNJbLMt6ozHmXxljXuU4TnfA8jFjzPssy/pNc234+JD5DvKujQY4/2NjzJ9dZyS6YIz5CXPN0n/QsqyfMsZcMsa88/p7P2WuUZWeM9foSn/CGGMcx1m2LOvfGWO+mZ7/6jcHkbeLxCL6gL9QUUy/mh9jfi7+06IvN3tjIZ/M6etzNQ1UT1pqoGbyWhnjkBPZEO4NaBW3jWz5c3Udrq2iJb0vrYlu3VGrdKmiDrrd6b14IAx2EG4MbcGhXizp62cqGizO13pX6avYSPnhui6WYWLBgf+5NhxMVyWRzBvbTS4V9V5qJ3VehDjdqwUdRuYwcL9VzOfy6tC4tGg0orC52Zri0i9wsN2TGypum6+79048U9Br306/U/RoXSvGrPizE1hvavfoKrpFV836MojlGpOiX8SG9FRQk9QrZbUrWeyEIrrhz5b1/ESCGdE1VFt/oR/5WuG/i97vzpClqkKhcvh87jRxE7d7LRVTulpCe1gwutBSW+i2YM1N6k31o7NIlLi3YR57N6YDK7DOmYr6xGdaem+PJrTbNV1QlAMZpUp4NqZT2h2721K7PoR5iC+3Pir60aASgGx52WJ0pcaY/2aMCRtjPnuN+d885jjOP3Qc53nLsj5orhXk28aY97oxEhmzwYmB4zjHzTWaUcpr+Q/XWx/v/TbvNY7j/IEx5g/W9eA2UchKdFtYef4XLX3gT+Y1mNodUwex0NCKeAp5w2BYX9/VQmCf1mFaMg5MZF4vOqC5ptxWI/GGqA7xFTAcfd5R6FIMHYwjMT0fp0CXSsx/JrBb9LEYV8/rAbNyWGgqVKkBqBUhAnQIdwf0eId9+nmHUneKftxWbGw3ljYAHDS5zrebNNEtGrYUiwoiGVNu6fAyh43dqn6BgFbpbglpOz/Z0fO7K6THk4to1faZ3LZakXLTCfnSuZSqO5h0QG17qamFsDQWVI2BNrhsaYfAwXdRmHQykeg3yScP/k5s0s011Y5NNfTzm7b6hUkUMN6a0MWMj7eV9WfRrC+UiMJrR4w/4SluMxm3xBWalLK1+/h042OitzH87JYIUIKAtBLaE8FMBHH4tYZWwfulYuYCvGhIh6lJXBHwa6IbRGe/W26HD613dB61ldSkZ6Gs944fPm+nA/gxsEVnjcKySlWFRVmpVSGhJ32I4zgHe7z268aYX+/n87Y3Jco2kRiGip4uK13oK+JKkzcW0wd8Z1QD8ZGwGpirNXUoF0uaGFy0daEYlzpx42PUqEEajern3ZrmHgU9nllLg7kk2DAGEB2W0EFIRWC0XIbi5lzwk6MRLN2q6O8hbZ0N2roKmHcOD+j5OYK9CYUWOJzn1egFu84nB5/7cx03XloIRriMbiCm13LQUpxz2ei5zcQ0cJ8v6L3Ea5XAsrmTNU0qb4npuZ+zteo4m1PWtn4TE0/WV9yqyN22ikn0gZBCMmds7dSNgWmlZWtSWQFbHDHibTydl9dYEWZBJh/QCvC+lNrZ7xlWuxPEMPKOut67H8YehbmydsvWWxjIUpgIBBHIcn/MYAIsQxYXoGkBJxZSaFCp3t8wNTsciyVNnHj8u7LaoeJw8kJQO1ScwXATfl8LiSfZBO/JKD1trb3y9xNJ/W3MGb60lMfrmqAfTL9J9Kt1hc21QTjygqN+4Dxoo/dldDZswXKFvW8pudnX3XiJwSZIES3A++K6MCwMg9REif5MSV8fDmtFPgYau2hA399GoEtsZRhLqRZtxWmfLCh2984MqgVxcCBX9fuytn7fUFATmU5Tj79YvyI6+ZpzLa0+dCI6tFZHo6wMOtWmrYkWEwE6uGRI8ZAJJB5+zLp3HP2+BCpXS13MKjFUgTZ6ac5GC53fyabuhCDt3WhYoT5ckkThtQphD0EgovCRFoK5Q2hgDmUVtzxZ10TBSww2V9yWYHUnAxw2ztoZ0YOWdu7mwS7GjkHcUju11NZnMeZHgQOMXNUmNuX2yfLDQf0QorclLGosk+UActRRCshGTGfdFkErzQp/v+KHneMm4VKVgX3vggwTp0V03keSCldZKh0X3W1Zodv3xyLKenUkoh2LtK1+4pxPZzj6TQQopJONIvE5gsRkzkEVvsvv7bK1+EcfdjCiSfKjcwqb25nRTmwFUKLT4IO5NfSQ6K9F8XMBz2LG1s6uTnNsMdm44eMtI15isAlCZpPTIa3kDPrBvx1S6A9p6C5VtNLyfFEdymdLCt3JlXtj6NliLcMADw9q1ZWB9/GyttQXsVgmGNDPO44q89nK34jus9TBFEAjFwtroB7F1N08oKZPFvT7pn29W9Zc2tW01aEW0OKfhUP/+pJWdl6wjot+pbC9lpj1I0yq6NzSYFsLg1llGNtH2d2ywJA1j9f3ZtR5+0GV+5XCfxWd8Ibtnpj9bZLpjlbAL3XIyqJJxmBY7Wylo4Er7zUK75Vi5fSLvPM7E3Zqqx01rBeKameG0bmNB9TuzNf09+YwReC2pGrtAkgnSCCM07sgQ+H5GYlrgShg1K/0u7Xc7fsbrbzocxENvAt+LajNFLUzv95C23QKOulnD0dWEqdn8+qTKkad5OMlZfginDZfnxTdAZPf7vA9oo84GdG5q+iSo7TRw76HjCdbR7zEYBMkGVPsIdt0XMTDZSCFlgZDqag6kIMJff2OkuL9lrBdNu1XA3KppENTRxJvEf3eYcw0oEMRwiKZC3k12Bdq+vkcHp5I6QKwJBagHc8r7ptV9otlrQrviGpi8cCAVkNO54+JPmm0JdvEJuhoSP+erEzci7AXMyHPV7US182mcrLy1/LadpsxoDPaGdMq3pg9IXoKS51mLQ3OCjVNoumg6PwTwH1HjHYQ9lt6fHuz/0r0J51HRC+atQV7nqxNmPiRB7H7+i+j4EEM956sJokJoxXXKjaacwu332LnVT+ftMnnqrqgy61jwGf9PNjYfnpMYXh7Y/r9xRaGexdVb1Uyoq910N9NggHt1oUC+iwysGXgzwIVz0/Or58/HtXfw06420wBbVcSejqguPsMoELBjvrxaFL9Jmde+k0k2bHgTEq1qb+PHYod6RU/tCuBQB9zdo6l3bfH8v9LdG6hJuSPBZgWRuHn/XpvH7PV57f7HES/4eJBiTxZqzAQ5rZWLvc4SQ5ho7RoSw0sOEOLeSiiryc6GkiTP5uMBDuxnbaK7v4Shp+nylhvjsrU7qx2HJJGP3/cVgN80acdhzszuuq9CqzpjogmAiW02HfG9HxEA3r8YxndHE3olw3o0eer2jJ+yMZSLxiNVS36rlinXyaNrSYMfvIhhVvU/Xqtdhntho04+n47oVhWsg5lEvr3rArPtbEXwdebknC3pTjmZlIra4QneLKx4kPwx+203VVeJoVBQEPyTU0ybdAy7wHUKO/rDRtbbOl8Sj2gncRoUAsI/UKJ7gjqsPRfXNFn50f3gOceewo4WzUS0XNXXe5v+LZfIQsP98FwR0kiqPNB8xW1q6moBsaEDTYdHZDdlXiZ6LkWFowhkWw09XrbqILXgwp3qYdUr9qEjunrbux6bkKkAYsipFb2odP/ia4Ffe8KKUEIZac/IzoH7as1he/yu07kdZ9WPqMsQy8BhLOKxZfLJt/z+DzZXPESg02QSkMN0GJMoTfztgbCBxxty92RVYM/jMU3C9h8/PCMOkA3A0ms5QFgZ5cxEcsNoo/bWhk5NKC8/SNgPNgTUgfH9enNhg6onjKaaER8HI7Wasj9Q3p8c+Avf7ytLd9ZJDLEOTOx2W9rR6aJDs+Fmjr0YZ8SBiyZlcoOGZduNgljgHPK0cD9MpKmRlvPHZMqN1gcpZrVqiI3HbMb1S8cwZP1FTL7sIPQXalsYO9AIKwFApI+jBp9bidBylCsaCA2gE7v4aBWOa8C093vvUm7Gw3ob70/rlCVEgo0AyHMZrW04DFf12cnAQjmRi/vi4U18N8X0sC9YNQPBpAULpfVVpA1KhHVTrsbqxGFdp4dhgiKHFVAzxpthWoxEeiXBclNmrCN7BDsz36f6G+Mr8yY7NIGgam09V5brr94Z86Y1R0CMoJRuAtoIq2zZEtYLJnAfpstLY5jHG/GwJO1Ch/gEw3NrtkCHU8pO0Xcrw9pBDpn0LiF8Khfs/dHDFvwirV8vP4h/fuOLhJKqf81h8vHRH/GVg7kJSQ+4abuNdgdVYewMwRWn+Z9oldRKTqZ00pP1K+Vsjb2Gow4E6JPugw80sjdndXqB6FfA3BwNXQFwqh8bWdhVXAUOy8WO70x+zv8+v4SqrbcBE0YHgfTS3V91rJgnsmCCSWcfo/obKF7srlCeAmJEUqVlao9h1sLHQ3UbARqpajCGZotDbSG0I1qwS62LA1MjzjaaY0O6LGeXlY7SiFVMe34sN6qZgiJwAWwq10oKsQUuwZNFfSqPNdrhTGS0YuyaDQRyRiF7tRAOhGLaoEoBj85hNm8GKiK54wmblP5h3seH21ZB8EvoUAJLFxb70SAiSPntQiFyjqaiIW6bo8pMOkuNdTnzbS0+8WkkYP2nPsbTykj2O3YycEZg8O+CX29s7bBd0/WV7zEYBOEUJWUb+xF3nlNohgqq3RAywadw7YLbbUCUaOR/I60QplmC8rEwhZlBDNk3JtwKKGBcLCsBjrn0+PZE9XyxUhUA3duKF1sK6VlzlYHss96SPTjS2r06rY6zFPNL5h+hA5gPzKjPajGLNT1sTqT08rmTG2F6o3OaLt1EHi8HAh8TRg7MZBEzaDqtmj1TiSiEe0+pQLqHAvOpH4eKlNLYIxacDRpJWWhG0uOJ+srDE6DSLKHUivd1OWKQntGELwcdLRbxMA+F9VAbrqmmPs9ES1ItAF/+GJZFx22Wnqv9StfaGjncrypdnpnRJ+dEdAwX9LYbnUnFhXn9Q5kOWPAPRJcCJYymkjtzmrBqO1oYO5HUSCOKnPJp7NhU8sP9z5gCKvkbtAoCuE3HF52s+2E5yQApWJisgqqhqXtg10f17L1XjhZ0muRsPS7Od9Qqim8NhoCDKyqBZxWVGF6LJY9D7ubBqX5lpebvLHsJQabIAmfVlJ2dDSY4UPDzcIH42ogk8DK1m39+0o7I/rvzCgTyzCqrGTbIPaTUge2dbqqx/e0UdallwceFL3R0afqiWWtzEUQnM11tKW8XFI2kpm0Qq/uSmqVmMHenbYuKHvE9G5BVzFzMFUm20lvjuiI0czh7tDKkNrT5pPyWnmbJQakzOPinIat1/qxjt4buyyt0rpJBzjg2aou3snENInb7WgSTnseAgNWMazXeqPhFn/bhd1SwjdaKHJ0MwexislEgMHOktF7J+Loc7kjqp8339bEg8OetybUjnDPwVRDmVcIdeFg/fcENRFJBdUPnCionSm2sPEdz9p8RzOFTEyhVPOFjZ05yDf02bkzqOerYen5iloa6NuWFnTuRTeSfvKvqw+L7jaM7PY6rw8D+yZsB3ewcDbNLTGgn+LwO6meLbA+kT61m8Qqi27TfQParZqqoNuE3UDD2CnRQPfC6uixNAH7iiHUvBUL0drbLdK+uZFEXmKwGULWn6GYBlPLaHk/kMmIfgoLy3aihE8e/XMlDbTfnv5Hok+3tYL9JLjm602tvMyHNLCvomPhAw54Ai32r7R08+8uvzrgpwtKlUZhx4XsGkNYjMMOB4ezyz6tUtNBdMiVj+26hY4GGJfL+oXFlhrZcw2FVnUb/NYaB9RutCzZOpR2ualJsA2Dn/FpUpzDMrwiKlMUVslWDTSCISvnaHD0fFNhYXVwz7fBSOXJxgqDsX6q2CwQPBHWa0cI577sm0V3sJRpclnZySayGsgeCasdajhqB2YsvTfdMO8t3GstYH9mwKZJkofnbYXKpMHmlvPrubTb+vduW6b7FZJsZAIKBTqNosBiQTs0XHC2N6UQ2DOAQi1amnisepY7+Z7H63avsWrODkIqqh0RQo/6HT7mfA1nVproSOyPqF+mXO76OG5BxpigLEP7drJU1SS5iaWfOzIKJYoBpRDGMrrllp4ri/hnT26oeInBJgirYJOWbg0k1dfhhm7gzIT0oZkFK9F5jXPNeFTBqV9uqAM9V/hoz+OlgV5uqgNcAI//Z/L/UY8XwdqBoBqNMw1dnsLh3kJTHfpMXiklKaW0DgXO1jRQf7R1XPRL+c+KzkSDrEptVB4/m/9Poh/0vU30uq2JFxekFbsClu1GT0pZBGuPLwmYG7jhGXwEMSDKTcpuUkJFP1/R7pINykpeC24TbbVv8lLQTSxuC6UuYX8I6U1XvR92YtLRxGGt9y4x5CRFuK+idokFiZClf3+ypXSpASwcqzQ0sF5rIkBhorZs+tu0zMB4pnpc9IsN7a76A9ph4PByyyXYdRNCi9hBKDfUdvfLQtWvsFs62XhM9Kvw2/OlFWRA1tZ7lftcOK/Q729p4tr9dUljAvp47vJ5Vfqf9PV9N1Qc4w0fe7J2qcEgky0jAGxhCokA2ScyQWwYQ2Lxq5f+UvTh8GHRucXwal4DdQ7FzYNK7M6oQo3eGfgl0S+jElYEX/gbokqdlgppIL9o1GGdC2lV+lJdDSI7Ftmwft7rg+pgX7CVJejRqlJiUugQ7sv8jOg7sMxl2mgl6qp5QfSByEobtd7SYGK7zRgwuOK5OgCmjEJHHQ5xz+1gRnTidBl8MZjgPMjlnAZ3hD5lYuoQTzbebzy5OYT3AmcGmpaW5C+XtADBwJAFnhACsUpTCzKttnarbAxHc5HjQdAeHxpQu54KqrtebGhF+3JZ528uwbY81tTB+rV2DPis7wJFZRCg96myste5bRXn/pjBqNrtqwW9Xpw/ykS0YzFXUL9Bph3K/qhW5NNhPZ5vVLXTvmpZIgZ0+z+/er2b6Ji0/dqRsMJYMNclY0ElvGAg/mhV7R6fHcKWqkgchoJ6bSYyCu8dgI88kFbUwAVff4xenmyseInBJsgD8b8r+p6IBt4dtJCngfe7HUxeyUAHuj60b44rXWilre/PO+oQi1GttAUxfPzypLJXBGF/5rEKmdjRuwJqZHbG9XhzgPpMOxpYn6vosDAd0sGkOujBsCYK58DWcRl7EloIxtkxGYkrvvIWrKbnxtKqrQHAHFrm2S4H0gEOeLtLGdzgM1V13oPJY6JznmW5rs7UrQpLB5YEJeN9Ie3mNGx1zqfsL4ne75IkT26c0A5w63YCA5IL2MjecdgxIKZcoSmDSd0nw83JwzHtlF4t9g5EGRjHfBqony3ovXoojeFbeO9mp78KuYWOhemTGSYRVZz4qKPPIvdC8PdyWLfWUNYodiAs2I5xFLhIjRx0tOCWCyltt1u3dq6jw755sMk9EPtR0euWsoA85qxtWSKJD5jGpJEI1UHf+7L0yszDwaT6xEIrI3rQaIxyya/nqoKdDXz2Qo7eSw2ciwIgnVlLYyAyfF02uvhzy8k2G4noV7zEYBPEb/w9Xz8NvN7fG8dwckgd2MmSVqYqIE75aksdEqnDkj79+yoM8v6MMskksDgnE1ITFfKj41HW4Gwkqr9/XDu+qwL5xboGZ0/CoRD6kwF96q1JPSETcf38oZxWM75iNIB4rvRh0ecrJ0UfzWglaR82T9/Z0A7NHxo12PvtFU7nM+mMvOZGqbfVJYL2/v3pn9fXfWpyOqjKXopqEnoSUCFSLO6LKO77rqBWUQciaP9jYDNb14Vqj0V1HmbRSwxuqPTafB0JqZ0kxr0A+ktivscR6N8We0h0G6FYHQWVV8WUtpg47ZmEcrc/UVe7QujTWEwD/5cO6venQTrRAAlEHZt4T+b13u3euG6MMU/ndLaLEFDC8ii8NgH4OQaLBwc0Sb+Q/7To7D4msUciGVA7fcTBsLijneq0o4liDnsPZpEYcJbtFuwTOhxH4gm/eKmkv3etRQYWqMgEVK6r396V1D0R2S6/6kcx7wKWYpz2Kby5xFmuUG+GpHtTPyz6UETPDYeby5jDC/levNuxFeVmX3fjJQYbIGzRdjDktthQA/hk/vdF/4UDCs1JoEPwtTl9qO8f0cuYNho8cT35eaMPtYPKWRucw4t1/ftCUx96P+aG4qBbna/p8ScCerxV4LppJO7I6ubjsKOJTQmFrlIblJSN3oNXZUCduJhnBFCseTA2dBwaNf2Cu6xjoi+aFfjLbPm42c5CZzpiaUs5Bphbw9F7YdbS9njWVmfKgdFcUytZBaPOfaqhcI98S7PGT+T+/6IT+1qqq0PsFZh6snZhx4db2VNhrYpGuphr5uuasHPQfVdcA//xjkJLArZe21mfFmha6HwmsRNjvq6vM+m9aGnFuwE6UwbiaUBIuYSKpA8knYjAECdsTdKfLWtiQvrNOkgp3KBGJdDFzmW1g3DQ0d/3SO0vRD+aVkjp2YrizjNhDUaHHASn8FN7A0o8kG/r9WnaWrUmVIfdzkpIE8FHqlo1T+N+uOJjh6C/YJeJQBbQJNqeWEh/7wAY2Ia66nX00dRfFdSk4gOl/yl6EMd264BeO6IehpEY7I7puTgPwo6lumdXt5J4icEGSCahgeR4WFuQg8DA/2ziV0SvovJkoyL+7gMaXF2o6GXca9RAFFDpCqJj4BbscNNxDYH8+xZ/U/T3jv8L0XcBOsRFPjFs/OQehxIMdsa5RfQjaT0ezmBUO3p+lgF9yre1sjga1krfMjZHn7X1/JIe9rh9QvQkOJp9XYnPdpspcJMOuN4/X/+A6CMRPbf5ls6PcECSzB+xoDpDwgfOWcdFv8e6X/QfH/1l0U80NRG4AtYiTzZWyMqVRVV3p1Fb2r01nCwxTOIqWHY3BXYxYtjttt679wY1KWV360sNxZgfjSiLUaGpDFusiLMiP19joK+/ZwmQy/GY2s0AEoV9fmUImwHl5GxRSRbqfdoiQqOKbX2WTvg10XggrMFkHInHaQzXcrFkI62BfcqvBbCCrbagAQx+vqSJDKE60aDO/lUtsHpAzppviD6fe/xF3vmdCeelFotPvcg7v71MZI6J3h38h3x6rWLwsd+oqQ+MhtXOkqRhATCpRzAXGC/pHoMhdG4rCAKebCrD1pYWx3hQIk/6F65KZ9uM8r75fy/6rWlNFHaZ3g4ghk3IV4xWvi62FVrUaaqDIrvGXlsrFcN4qPNgJXow+dOiz9Wwat7WxCCryCMzBqjrN5ZQqbPUwXFR0VRVz0/bJt9378TDaej5O5dT1qa9GWW2OYQhRO4tGKlrMLsXDqfUWjn+57c5pt0CfOBMWYd9xxMKtyh1uMBKnflIXB3SQlUHt20ED3Nw7vckf0R0VrLO1QE3wJKl7b5wbrtLAAxgBZ8+D+X2SuJIjLqFCu2hiLKVRWw1NOccHYYdDGu363hb509e7tfu0r3ht4t+3uhODcfpbfcpiw3sWQjouSg29fMOp3pXpAmFGrY06Upm1K5O1ZRBjIkXhX4j6s/o8WGvxAEswpyHnxhNaDB5taiLN48aXfhWtjVYfbKgnXdCkZiYsULPvQFVo7aCC9damA9jh4XS7/AxZ2ZuSb1R9BCGu/3wsxe7Dm8CcNcB+ODhivq0KcyfFGsK6eTsVyitdnyxrtc2D5QBE5PXJvRanfRYo2+oeInBJkgcw8FHMqr/RlYTAdjLVS1jLDE0HUf/4QeGtGV+Kq/t+A8saCISDWsg+5XS74j+8sF/Jfrd6g/MYASLaQDVWcImYxTszRKgPrdn1Cjd0pkQ/RNlpfUzRoPJqF+/L4/E4EJVDfoOv7a8s1k9f7N17QDE48puwsSmBWq4C001oufslYBkuyUClLSlVbujwF0/1dZEYb9fW9ZXAWubK2twtWrILajO8t7Q20Wf9mkHImsr7vyupDpABlvDljLDuFHlerI2YaIXQgdoHxjEgr6VbuFyWAswQ5beG2Tx+WpLK7yv8mnCzw3pp+Edc+hupBE8vSWmNNPzPjXkj4Y00eDG+V1xjdbuznLGgB0FLLoE1GgcMwufW9YCEQf/3RIBCoPD6YKy2+1Ka7dnuqontIB9MXMVffZ3pXW4OObo77k3q7bnzui/Fv1ETbuPl9Nql3n+51ChH8QiUMLcSNGZwHJFLudzo9Ol+JCo2BY2M4MtcBid6d1deRh94oTmRMbBEs4rBX3udgZ0nmPB1kH+CUuHhxkD5EB5frWhz0bZ0nO1lcUx3oyBJ9+FcAjuLLCl6aoaNMoRsBBZqPyMxdWgxjCDsNxU51ps6UP5YPofiz7tU6jMHALhmSpo+/ya2FzGJuAUaIvYMTk2oLfd7pgeXxkzAl9f0u/jhtEE7uIw2qaDoHvdH9Pz80T+Y/r9NWXGIZOOgyr0AKBeB1N6QAuLanTvtFYqmaeQBG33QJQbLN+VfrvoFcDkUjW9FnswsPlM7ROis92fxuD73pD+vR+Lc5ocMIEQTmGhW+dGcehJf5KMatGCwdeMBa54ayWpzwGGVgtocHLU0c++xdbg5hlLu1GHHA2GXhHWwJDdJ9o1Qi5ZEPLZGtjuwY6NJ8r6WyOAyoxE1K6QlYgL0XLohHKvQcynUKr9oBaezOveBla82V07kHqd6BYSlXmQMBT8itnfkbxb9LjR4+Ns2lRZz/+tGX09BCjVVNmloo9EZQE7WLjwbsSvkFZ2GK42WcDqT1ZRMwOuM2Dr/fFY8yOi39X4sW/9dxY+ilasgWId51Mu2brFm6gIP5LwOGKAVEjhy9zN1EAB54m82briQYk8+W4k5tfMfcKvcJFyk8Or+pguYYHZhYoGj5U2Ki8tdUBfmNXsm0NxeQzb2jA4O6NqoDlk17E1GKsAm3u5qRX5gxE18Kzg+2t6fFcADeIm56SlHYILJT1/j8zr8X6xpnsKyG8dDmil0YehL26gDGTeKrrFjg6sbguQgmhXJYhQnO0mMUcN+t6oJkFsKV9oa4ekg6rqZEvhHayyBUClW/fpua201CENRfXeYlL39boGl7zWnmyskGLR7fz7uigjbVsr+OG0PscfWNTn/uUp3T9yBLNKIWD6p2r6+Y82/0r010X/jugtPPgXG3nRZwpfET0d14r669M6D3MkpZ9HmuqFpt7bJ3NaYPlkUQdI/ZgtK4BnPxxUv+UGfSHMbrk9KfrZsi4k4zBts6l+inshllq6OXoCm4iPoqjCGY3fm9UlXoQtusmqnScgRpjysdupw+ZcSLZWWUUKYukMy+1hZRMMdWFcfeg2XK3pvf7+wt+Izv0y7C4VW2qX6xjUDvkyeD8KQthddLzoYYe2kniJwQZICvCKDIaNw6AEqIBC8XKZFXpUXuoamHNZ6xFUrFFoMr680vx9qvRx0V+aeJd+XhpYGQjZMm6LalWXtG7LGKJbqKN6gMrbVUtnJiiLdXVgLfT5DsZ08c5sR4f+lrC9l2wVAWA9pypq8MeiWo5pI/gcCqAr0FVtcaz+cMhbTco+DeyWwApEFiKK39FzXWn0vtZVvH45rNjXA/aEvo5uVtinz+IOWx3eLKhw+x0A9KQ/qYKOlkIceKgria81NHjhokY+xxwWfa6ZF/0VQU34uVdgb0RhcI93sBgSBZMQeO+jkd2it1Chnq+pHcs11a74AKvLI+68E8DxgbAusXoO9JZnmnr8paoG4v0KK+xknGog2PTh/FZAMkG5ZGkwmqro55PU443J94j+aFuDXzdoz+mCzpolMNNCqNCBxEOiz7Y0yV1r0YFsg1mwIsUw41DomgX8MszqZ+p6LpgE+rF0daakdtAGw1MSBaITFe12JLClu1nSYx3Cc77VxbnJG8deYrABEsZQUAjTqWVkzzng7b53pz40d6TVAAUAlZmqaiWoiZZ1PKDvfxbBGuk5R33aRuSgUg382cW2eqhMSG8rUpGNgbosiQ7vDDoGOxxtCeeMOpg7B/UAhyPqUCttdSDTVdUf9ylf9RP5/y06W7r7kvr5oxHQyAEKNV9ThxUPdp3fmnZnSlF13twxwXb3jZaFllbNqgGt/BwA1/jp1sOiP4AFZPuSD4l+Zlm3eB9LKl/2Xp92jx7rfE30l/kfED0ZRIcGwVezsX2wrn8bZDSpz2bGWilqlGMKRVmuK7MJIYFksXmFXwsGJCX4RlsLCDs7Gtj7kGQS6rHP0c7kQETZzCZthZrMOnnRCy0s/2vq8d2VUTt+sYKkF6xFL9TV0CZDejyc5yFXvZuQwjJta5GgbGkRoQY7Xgno9RzzaUflkE8LWo+2NdF7tV9nv2xEb7GAHo9+2+ph6qNJTRQHMTv2lNE9DEMoMtSDGjznzNoSgwCKKCNBjTPYqf5IeWWm5Z1pHcT/4ZB2Fz5Y0IVig0H1kdm03stFkEgEMPh/MK7nCmORq6h1jxfzxpOtI15isAFCXvwOsK6jUeDvghqcVFFkJXRoGS3k5wrqEJIYUgNyyZTRknSjK+WmY3YognAoSw11kMMRdUg8nhwWkM7WerewL3R0iK7YervoO6J6gC1Ma5Nu9dmKVoYokbA6JNKt0mET68sB18nOCpzmgq2/pdrQ9vBWn3LivTPiTIj+1cofik4c8pNt3Wrtw4AhMf2scg4hsXhjVAcW6YAI9yh1NKmtgS7Vk42VLAY89wR1eJ27CU4WV+A8A9gDMBBRHv2JiLLYHDBKsoDxk1ULykhjfMinMwgGgW/Rp7jrJgowz9c1+Epic+0r01oAOZxit4skDmp3WLB5clmT3BYSF/L6k5XHTQaSmvTv7ijUp2b02Vp2FLaXRKLWBjTsQkuT/DsSCu15W0w7OECnGD8Yrk7U9XwxEaI+jOvL+aldIe0utjG8TirmtQr3HVUBddqDPQ8/M7ySDAyG9d5ZbOhvfXVN513KgAd3YIcfbet8zsONPxD9Fp8yKN3uV0as8y2NQXaGtOOw1WWLu+U1i5cYbICcXdZFMkcHMKSEQP/ZprY0/+mAOrB0SA16Ehswn85py3pa7euqgcsYDGYipA7pGee46PfaWokZj6oBfHBUKxeXUXTlkNwxVLqu1gm10kTptBaajB8tew4ycRP0V+b1gAgRaGKzMgdOG9iQ2UZwWUGH4GpFr89iWzOF/V0UpVMO6DqT6mzK2IrNKuiNliKYTOyU3iuHk28R3cIyuGxAK1ENR4OVUFDvzQ4oB09ZurHzLsA9UuhGfWler8XBpLawn+xoFTVX1m6RJ+srhFdUgpqY8dnsJgIIA6rDYdXn87pDY0/6n4nuIBB8yZDalbGabsW+WNZ7h4FiydJ7peHT99dhRxJhDYzPlzSQniyrHXr5iN7M4xE1dFwsWeb+GkBNgmBV6hc2lwjo8fvxbJ91tKK/29I9ChzgrAf0WW/41BaQfrXCChXsNrfvput6vJcR3Y0mdHh9LKTnh/t2xppKv7rQ1GDXdXM06+jIVAdA38qOR8HR+ykT1MR1NLJyfrjHoAT4cgCoBu4+Gg9q4L7L0k73qweUbpRMfc/lsOQUg/CPt9c2qO3J+oqXGGyAhENqgHZE1SDvRIs3U9dMPwjceSqkDsPvU4P22lH9/Cdy6uCex0P5ApZApSwNhsY6mpiEXeZjMfNmLsGBhtByvyerDmRfXB3cMy1CoYgL10rhJbBT7E/q5791lwZ/J/PkUlM1GddEjgvPuKl5IKT6nWBdulTWAKY7TxvraLv8eO4PRd/qLDh+BBcJLBkaC6p+vq2B3u0BvZaLLQ386zGFG4SAVc0a7eaMKKrO7IrqvbUjom94fFHPLwNVwgsIK/NkbcIqLROBFLe/dm2RX6zpwqp5WzchH8kotGXR0Xvp/oQGomQVyqPTx027c37tKAxh8eGZjjKM7c3oHoTl5qToSQyDPTiqfiIIu1/H5uaRsL7+kpQGkmdKWCZnKTRKQYvuQgYpblUgFOhUTamLGy0F8yQxXHwsoCxAHFglBPVUXm3H7ViYsw+2QkeFV0PRjuP9t7bVLx5M6/UaaqmfOY+q+cXcp0TnDAxtPWdQMjieAUcT4SRa++e7Esu9gPAzcH8mp/f2C/ZXRU+0tdM7b+uzV2xqt+4W7Nh43Zjey+fLmhgUl9QPTBodXN9S4rESefLdyO6EsktwkUsiqBYtjYr3eWwyPltWA3+64FIpaunrpbZWsB8I6vGda2lVOmipAeb6dA4bz1Qw7JtUqzNdBd82HBo6sGaupp/3yarSie4OaFWd0KUjaXUIQbAGcfibQjhJzq8t4bG0Vr4i4IgutfXzGXA0Oiu/b85RZ7TVEwEKq2w7QdXbQXfloYw6Ny6HW0SSRngBh7XviWtw85dXNdi4N41np6jOdl9C79UdaYWfLHgsRRsqwYAyvYQCmkjeH1QKze75oicaOgvEYdeTufeLvi+rm4znaljsCDpMkj4wERjFzAEHKMd82i3LdVBRNjp43bQxewbIqIWK8n+fUxjie4bZLcNSKbDTkZKyX6kgyQ9hfudYSAPprP2Don+lpfCTTEgTg11BPZ/jWqBfhVsvgwXIdtQPRFFg4gI0UiEzkTiaVb+dImS3Tx4JN9YnEi2ca39R9O+JKknIEhjgRrtIMSJMKgE7+3L1T0W/LaH3btnWe5cwsNMNZZsbr2EpKXz+IuYOR0O4uFtcPCiRJ33Lro7i6W4dVINCbvUcNgnfN6gW5pakQmHepIUpc6akBvTrS3pZSyU1QF9qqoFZwpAZh65KLTXYEXQQqh093ufKCo16ZUL/voOnihj9CvjB7/DpkOC80RbqeEyrD6DvNs8g2CS2OIZKVRuLjLiNtQx7PgdWpedzaqBnWtoSH+0KfsaMOqd2WqtepI3rYNPvWplE1ioBo+dmqvn/sfffYZKd13kv+u1dOVd1DhN6csAMMMAMEgGQAAkGkBIBUSQlUYGUdCzpSjJtZcuS7jn3WLZlW5blYx0HysoSRVEkxZwQOCByGEzE5NAz3TOdu3Ku2vv+ARBd76+JajaBnmmQtZ6HD+dDdVXt2mF9K7zrffV41weU0SmLe52bmRfbPeEK21xtrxMmR2pcwswGgnq8s0ja50uaqDWb+ns69voaOwTbolol7vXp9Qo3FoI35cAxplgZlfUdiV+WdchRP3EGfmQ0ra/3GL13hzFMXLU0ED3tqh5Ml6PBUclWP77er7A72j9OXZH1jw1qoPqbw1rgIeTycwUV8Lqce6bt95EBqtlsP4g/n9ea+3hSf0+tos/i5ogmfTtj/0LWz0LH4e/nlG70p73KsrQear739mtRogHhTxYpCEtMeTTRC9q6L/3xhELTbkRH46ij+yrPD20ppeR1MRXMu1JSqNdBV+lv1zpasEoUFwIFBuaPzWsB5Z7IT8n6vKV+cMbSe3s8vV/W6xP/UtacwxtAh8KHc3uCFFsdu6bWSQxWwAJoEVJchBXkWUgB58DF/plx3aDWheHg4ADPg/c/5NHj2dRQpo+phlaeQm57etI8dAieB7tG3OiGeCqnG8zaMCpBmFmop9CxyKjDL9egq4Aieyu20hhjesGq9PwcdQc0OIwFMePh0SHBCPx5GE9RL7jzoz6tzLUOI5eh+FiGSnKpqsHBUpv11bbxvN479agmVT0NDV5SAXaj9F76ev5jsl4X182RSSWKumZDTD9/a1SzuOGQvv4w8BPrY3fImvNCHXt9jcFR63CxMcaUEwphKDoLlUkKhGVqWoEPGP1s6rmcKj8s6x1B/bxnmgp9CYC2mDbkKuxpjV//vtJUv/d4XQXEmkb90Fvj2gFhL5FVXw7fXudqN68c0QoJ6UVfqx0tKu317ogWmNaDVWgCneQpS+enmJSzQ+DHs38sDWViJAIzoBelJkpXE9Ay+Jp3BLXjcaGJ+Rdg/DMQ0GOHIBlVqBWJHGaqWrC7LqQzL1VLq/hBR3/PuujCCeI8RtzSCv03y9pdW4rK1QaENAva6hCeFZI+/ENaY4Z7Q4oCWO3WoSvt2LKt5Grg+ulJZavYB2wrgyXMBS3CA86AUWAAdJnrAY84mtcN4Ynsnyw+6NbjMVrZIcsOoTP3BLRSlKnpBufB0FYJG1oAn0f6z1G8/2iW+ENte2aq2hI+5aiT64VQTSqkHR4aW+4bInq8VG6OeTUT/JtLGVm3BiwjwPlm/JoIFCvtHfS1tr1gCtmAdvw30J3aZGugRwGym5sfkvUzmf8t696Enq++kN6rrFQdzb46t7cxxnQB1x0o6obJDXC10cW+0S0e1mCq0tAAg7j9de5CsPx0Ralsu0PafeuHfki2roHZbYEflrWNAsucV+kn1zsa+F8XU78QRcHgGHDb1NAghjwKLnh2ZhkIJ31aUGEBxG/rvXx0Xp8VQmlea/eR8yLzFnQT8hosTtsaWE8XFba3M6VQGR9whwzOhiP6/RR8K1o43xDtmrX1eOeNHt9cXROXEdBc05aCCjmO7pNUE+Zw+lYcbxQzBc+WFer2jZmF83XfQFJee/ewPhsjmY/I+i+m/6esbQwLV1Cw2gsF8zAo0klA8jO9eu7O5b7HI+03mHUSgxWwkqVV07d3aaWETCmnshrN9GKY9YYu3SxrwPgfy6jD7Q7o6+GC7hi7Uz8p66Ppv5F1ycWwMwY+CdGnMnIS9KtDEd3hNkZ0Q5uo6G1IViWPxRawHt+MpQ6xCjzk3dERWZOR4WxVN9BLaa0UZgKknfuIrALAbwbBADEI3H1fSzB8Oq9VrHxdN6du0DnOQV3TQTv8atsgFC6/UtIK+68M6QDoFOLqKVQNq5b+Hg5sJsDiRO7u/3RJN7T/vFVFjjZF9Q3HsvqsVCyFfX3PT5ldYyOuvNun3bo1HoWjRFtw7NP2XfJaHffOeE0DrYM1LSi8P6FJKPVVNlRulvWFojqm5wsaON4c04LPUFj97sNlhYJwlmkomJR1LwbpN4Tpl8HS01Q/u9S8UqF0tu3ry7WusA6gbnK0Il7Avniu9KisbXTao64mXv99/N/I+oM9vy1rFtgaqMCzwp6G8vOVqlIhU/l4r/1WWedc/T3pxvLoSRvw3RzmLte1e1zHTMMUaL3rRj9v2rOwl1wqJuW17gBgVsiybg5rUkYY3ERQuyGc2wsjqZ2r6usUcY372Q9axeYaY5w30PF+F9ZJDFbA5qDQmK5iKABNUQrrjCF4iuXbB0M0vj5ptVeUJCUkafhYuUoCGrUmrDvYn175fVnf0PiwrPuA6d8R0w1vTUjPzzNzoNnzaiB/h0+p0xJIjL5UOCjrfR7l3x7LKKSA5kG15GSOThAzCOiIcMC2dYPjfENfSNkZCC8IB7Qyc63pS/tQ8f83g1qFDXr0XurCBtADMTpPWqtkLzq6IR0zCl26xaOJw3/c8vOyZlj/HFSNSGmYBC78Wide3+tGetqcrcHQbEOT6mJz4X4LGPU758uKuS6HtMK/PaD3Cu1UVv1QvqmB1/MN1SF4S+C9su7FvVQCbfKaogbO3rj6jeGw+rkQOqmL9GNQgDiS0fdPg8RhravsarmIFiGWK2hmQx3Xa+n1eLLyKVmvD+lw9FJwldNeDdTfCrrZfvgewgrDgNBWcK/x+/0+7SRPQeBuO0S/ujxJWU821HfpOO5ia6CAxSo8LeNHAc6r59/F8HoruyAr9hz+PVNU2BYpzVNG91xS8aar0OxA8XK2os/S5oTeq/n2zZVVZa7pDB937LuwYlOjDz40pCm7VFAHwUD7sRkNnjizwMAzh4r4rKvBY9TW4CcSUPXYHPCChXpS1hQMy4KO4a7EP5d1P/jGSW96OKs/iB2D5wrqMLnB7+lWJ7Q+rF5mT0qxtk9M6/H3xrUyOJ3VIb3eoFa+mChNAdpFHYdKU73Izw//7iv/PlbIyGuHK0ppR6YMDlheaztZgHppHaxEqESx25SB0M1DYMcIerVqeKdfccsTJT23D85pFbaMKuVNAU3EDs/r95+q7Tcdu3o2Be58C8/iE0WtKvdEFxJnH3DSpYrOGFzCegLUs7uCvyjrzWjlnspyVkn9QLapgdpEqf0wac7WZ+ViXhOZk44Gnvug6E5hy0ul9jzSn8r9o6x7/AodYiJAKNBSwpdMmrPQ49kWUj+dNfpsMrGwEIxe59X3d3l1X2TBZ7urRZVDRv34lYwmGtQRqNU1lA+AKveQe0TWE7lDsl4qsKcRShQKaLes3tREptuvv38NOvFTaYUavWtgwRej9mhOcg9uaJc86E3qHyApnc7rc1tPKuNXoqZJ1ltTmjQRNRFgENOxa2qdxGAFLOJRisRZBD/Zhj7QIxF94DlUloNUMNuAJdBjjhXAbIOB1YqlG1S+omq7WZ9CnypQtOTxfL38WVmTbWONrcEigzkqjqYb6rVeyP6VrLcndQiMFJXv6tPzz0TmYFVbvkwEaGVHZzQwK75oBuPLBR2s2o5K3ZHCAsThqex/l9fIm08l5KU266ttj2b/H1mvTYGrHdzge/xKP8nKVFdIMeeTYFI55HtWPz+tSe87wwoPOQacMHI0U8f5vNYsT99v5gKHXW7os7wmplVmT8uw8tl5VSxn55MFj21ehR5NVdQvT4Nd7IQF8TVHj40CXPESxAkBeSx6MrJmIDoQ0H2ACvEkmTie1nM3CBaELT4d3H+xpB0P2mv1LQwmR+v6rGYKqjNhezSx84Gq9oSjSWGiqboAXUY78XX0B4eMBvZXjCYGS0GtJrEvdEWV9YeJgBe/v9HItP18aqLUQIJBlijqRDCWLuB+nK8tHM98VX/rk2WFkTHp5Z43U8IgNZLCjY52wyYtTQIX7fkYmKm/oaZ5LeO639uJTCcxWAGzwYYxHFQHSCaWA0XlK+4tapV0d0ox/mwLdvuBpQQtnyerDpWVj3hIBzpJQckZgjEMld3k1c+fQRP1haaKoayrK+0fh7XZsbgu+SOyLuDzN9kjsh4vokoNj1oBE9BSNH3kbCYFZhIzIXdWFNp0tqJO1rUWrhcD6aoD5V/Md1zOqvCMi83katve5M/KegO6UZcCGuh7oY5awTxLAzhZbkB+S4OHaIAwPbUfjOlmznsh32hfde3YyloSVdntnrfIOgSVcw6stjNWwNO2+o1pFxVuV4OjDRg2TtsZWTsIRCnE2ONVv5ItaxWVfufByiP6/SVlSYpgoPPuQf2+WeC477C0wOMx2m0bDR6S9VIFkqWMtM7Fpu5rTATou7y2JkbrvftkvQ4FtF0+9ctpBL+VovqWFOa1WBBjIM/j86DDcVvyF2Q9Z0N3YP6z+nlIRDwe9WX8fu5DpAW3jF7/GwAzbR3WHgA8d3ddu1OXavrdSUsD/WBUE3TGEGGgIK7z6rGwuxHDvARRBB27ttZJDFbAMhhCmkOLc0NMHdybwT7w91ndIN4e0qGnhFc3pPGyboCPpLWS0Wd0gK9uFF5RqKhD64qp01gHaNNGW1//fOFJWfuMBrN7LA3O+kDfMV8Bf7ijGyaLCQ9iaO1Hh7VDEQRehYNOI86IrE/BAbPFHXB1QysAqkUK5rmq/ocdYe0CtB5eo6TO/pJB0mbpvTEHVe2lcLorbT4kwdmm/vYozt1AQO+N86Bnnc60D05qwAn32Moo9fYhdWldft3cZ6q6QV0q6Jrwgjea4Nwbzag0PdulquMDUGE/lv67V/5NwTIqy7roGJRcTdDfGtBgh7Nejxfbz+8kHPWrxxsaaKZq+vqB7J/JmkWBB6Jv0tfD6huq6HxOwu8nUKDIwS9lbe141GsctF+esUOzARoj2aAWnE43lJ6VFfMKhm17Auo3qXRcRE1ktKSt2350IJ6vaMGJ3SravYlflbUPiebjNe1YLbfbyKIHu8W3RLT7WccMwcUCcP2IO1wz8sq/d6f02HeBEvz4jA7q9xrt8kchXpcuqK5BX1K7ZRRt/eacXttbk/pszFF8aDWb25kx6Nh3YTnQhn2l+Z9lbWOY+Pq4Dmx+KKmJQH9AHQCHzrbF9PV3NTVb/9qcVvj32sotfz6qDpyx0FdKGqy9L64b6nsiuqG9ALaOp5qKpb2r8mZZn4OC5mbQsrGaQQGyNdB1iHn1fERZyQtqcHrGUngL2SEGHD0eQolSgHbtSGoiBVY5odS8DsOu1aoGRi9mPynr1TYMm7Mysk6BNegQRHhMVeEcXZZuQBtTei3Op78o66Ct3bS9Pq1s5aCx0YV5HKpSM4kcSOq9PJF5wnRs5Yx0sIQkbIKK+kjwd1759/6aDqLT6k0NFCcriknP2zrPQFai2x1NOskCkzX6+bvBqBQEzXKPV1l0vl5RzQbq2xQbBI+oMTAsNnQ9ENJIOgw61EodimjLNHZkni1+XNYMbN8R/RlZn7I0kL6QU2rjx8sqKFZwddh7nT8p692J9uq5mx0VyrzSUIa3Ia+SUmwI6eeROSdV+oCsnw5oUYe+ixYPjcg67NNENoECG4sUpxu6r5fMq19Pljc469WFJPesrUnGxprCiXd7lXaarEScIfjIevXbqIeZP53RfW61Wycx6NiyjS1Bwi1ujmqLlyw/DFb8oMPcEtfsPlPVCvepjL7/1phWmadAl5F3NTBPGP37DyQ0EegDjd75vLqdo2WlBdwTVIc+BCzUEKTnL+S11NW01IsMxpQD2QcnV2m231D9AGdOVY7JujuoQ3p+SxMLzlhsjGFoD9/36QnFW76nb2EDyNUwyA011u2JH5L1qZyKCF1twTN2UxKOVrlO2LrZ9ni0u/RoTgXMaNwsaeua+nndOPePT2viFBnShyvpY7dHn4XVNsPxvW4WBM4cPD0cmmwVrWq4OiPQE9eqJa8lhQy7A2C1AcSTTCohFBj6fUoTnYOIxkxJ78VLlg5Dcxh4Gt+3w+i9SxrkG0G6cCyNTmlRvz9vadW2G/M848vsPtZq2mm+E0rTG0N6fsbKWtCxPaAXxb5J5d8ohDfLSIRmMCNC+Eq3o7NnM0hKSVU8C1X2J8qjst4DliJC0XJx7dzPYtCexBLUPahbej+tDenxDltaAMzVoBKfWLg/ImC4egE5RBlUvyWj3bW6q0lvBrC6pF8TCxYvOR9j4zn/UErhwv+r9H+Zjl076yQGK2BsCW7waFWY3O21pl6GrRDYJOXjpYJWZf/6vG4QHEoaK2igPYaBzFxDHdh4WTsE70wqyxChPXMood8T+jFZD4Q0mKRQD0WnLiFR2epTHPkGow7+4Ql0TIb1C/oDGG4GuwdZji42tbJYsvR6XR/VzCgAJ1hBy//9g1oJau0g9AT1WLeVtB0/i828N6qvT2afMlfTXFfPtR8u5CZb5yvGm7rBvCWqugIeVB0POlo1pDIucd4HMrp5XxdLypph/jwaLiUwg0zlXhvOumPLM6rb1nF/0dc0WxKDJAKji+ggkKWIxkCeFeE4pITPljWaCtTaJzX9fq0458DU4iLwi/n0WSLt9HroGASwL6xBh+C5efW7X7mkzxZny+KY91iKvpQV7DFbZ8nssn7e2oB2LIYtfb2aeqes03WFq8QCCkldB0jqozlNbCYhdGkDJkjfuQmJTR0FuSFHC1ho8JijRpWkM9BJoAUtraJ7UXQJw7f6UTAkaUcDD0u+pXvKPXe9hhDmyyWlZp0t6LBxNqDndqdHuy+zFeyB6Bh0AeaGHHtRF341m2tMZ/i4Y8s3YidPOrpB3RLUFjWhKBwy80HIxsV6Z0odClvMrITZdShU5rXKOwIHzQ4Ga+IeZCJPVrSFmrL0924vK0tPAcPH3ZiJYMu0APjKjbZWakjjR0aEgxj2vmLUCQZtzcxmwbBwuagzEE/PadV+BGq8WVSlW4fCEgg+UlBNrtT1s4pgMrnaxoG8xwuKm94Rf0DWQfBfn7eVmWQ0rbhjUvny+w6m/0LWd2Az7wOXfNijz0IdJejQou/rdAyupZ23deZgc1Nhj90tXMHekvq9al0x9NQIIfQlgnuBw6skXVgfUL/wiVmFiP6zwd+QNTuLXgyLUpcgA2XmqYr+vn50OF7M6ed54efTwG1vTrxDP7+q53q5Oga02YpCgzb7ddiXg//sIIxm1RdE0D3kcDe3pRuDmihOlvX6jXo0UOcwch0FoJgXwpsN7AMNDgfr/bckKxEE0iquJp4lox2JAgpaubr6xjgSy9bELYPONCv6N9u3y/rzDSW5SEV1jq9kKMypSc4oipERb3t4bdPp+N3VZJ3EYAWMQinE/j1Y0UqFr6Itwgdcrbo+Pq3pd6auD93tWpA258tahaP1WBp4k2aNNocNs4y75goURv1eKDG76rDpAnZG1alMoKMyiqp5CVRqYT+hPnq8hA51Y7BqGkw3ZJW6UFGc+W0hTXRu69bPex6JwoaIBsfdLcHrJSRxTze16pSytUq12ug0b4wpjjgAFpknsn8i6zXJu2W9XIo/2pRH53m+OQOYWkDP/UxNN2OK/xHz7jjgou3YihrhFHOAc7R2eI7ndfiTsLpQWKE6pG1mRb4PzC05dARYYPmpPk0EDhc1ad8AqMjzFVUFt229V98X/3HTzp6dUz83DEj987N67titO5NTiOfrfW+TWnk0pFTFxbLuA2ddpTOlVUBM8FRdIZ8jFZ1HOWUflrUHSf98dRSfr+enGwr1nNmgjVcxs7JM31xz9fzbICS9bOv5XO9V6FcR81KH61qAzGcW9o7ugN7LhMmdsLTbE/TrvpNtaMeg7NFzt8+j1/ZNwBuzu0Ktn88V3kAzBq4xbkf5uGPLtWhQoS93B/fImh2Ci3nd/Bg4v1ufObM5qn8/WdFE4XRWHVympk7AZ6sD6kIL+VJ2v6xnvYrpp/S8D7fRPkuHiwM2sLlQ+BzUWMz0BDW4jOa1snOhmpH1cER/TwaJQQMRAGnvpouKn3yxrHzfpNErAoJAOMxNXdpRIIf02ezC9SOP/gZHGayKlm4eXTEdkGO352obq6Bs1+9KabDjA246Etck+lJR4SBkXWLVtxeD9hMe/ftBV4e5idOtlxSW1kkErq3NljVAKYTU90TtBd9xM5LSZ8H6M5c/JGsOtrPi+qXSQ7J+Z1A7p/Qj03WtSD9f+ISs03Ed0GxC12AkrIPuvYAVUsjyMIoI66L67N3Uo344koWejq0dA+pAvFbzebXg1ESSN2Vr4FpFQYlGmJnP1X2Bgl83OzpM/pzznKzZESFMcdJCxR+q8wFXv2+v7z2yfjqgwe1SgmelmnYgLMyyoT5l6hjMJ1OQXeP9s/ABIQzC+xED7ISfzAS04JIuqe4Bi3//WP+0rEMlMCzZOi+SB3vdrT6l0n3IKLSpY1fXOonBChiDtWMe3QDu9OvMwbakegBWvCnQNYNh4+M5KHbW1CGR5ccFFrFR1yoqmW++XtYN5K4GRKps/f5nIUwTdbWl8S6jHZEA2orE7BNnPGFrJSpT0w1wBPhJnr/jaQ3GT9dU+IZqu03AWTbG9bEZiWAIDnzixLUnWxKrh8ta5Uraeq1s8P43EFysNotZmEzHcDLVX7NNrYotRb86nNCkM2NplZbMK1RePlPS7t2kp/33dezqGoOps2ENEK5zF3DmYQyjWjYi6SahOVpx7utWP/TR7vtkPYkc8UsFrXCHgBHfGlM9lxFHMfyDYS1ATINoYLKsfuRGjbPNDRvUDz01p34ovWjf0PV8vT3m/bVara7dt0s5haNEUDCjMVCneRApx4FHyYF9dGzu4bafFw9DTNHVpJTK2n5b11lU+FlAWsoCCK7DXt3H+twRWf/V5L+V9VsTv6LHY+v9VGosVP03xPReGQjp+uCcnjwO6vdhti1fU3ivD5ocnJ9gwYid3EP1UfNGsjeUHtt3YZ3EYAWM2EUK4RzJaB8t4lGHd3OPbnBI9hfNHHRjsKdh6UP9lZJm85Sa7/apg0wb3UB3eZQ+tQyn8XTt87JmSzXV9X5Z17BhOXAabDOexIxBAzMJp3L6hnQVHYGqspecx5BcT0AhB+RDJzSsDHBwCSxIbPFmqnq+elqc8o22OtyvFP5W1jcFH5A11UXbg8ZW3k7WNQlM+RVmNVfXJG6DXxmuRqwbZF2PaTTGqu90Ue/NzeGfkLUPVbfzDU0c4kazxhToYjt2bY3c/iRGuNgSPDEQCgfaw+7INnapoH7hUEEr2OsBBbo3pBVpzH6aY9CDebyufjEMUop6Q+9116uY8nNF3Z6zoC8twA+lMDz9hYJWzDNFrfq+3saZDnZIljvDwBmDVg0LY4zZG/gdWTNR2Nx1v6zZISlW9XplipqEssPU41BpWYPpYkATv0J5eYnYWFoTmTG8Tt2Oww0dJi9VICza0hkfm9bO6lPZ/y7r3riKydHvLgX53Jz6aVlvspUhqXU2yJjF8N6+6hvLD3eGjzu2bEuAz3pPSKvAXjwUR/OK1zuLDsCVEsRJwG+a8EHAC6JYQ2jTxbz6+S52uEBKW/SbApr9k41ih9HEoRrQDskWKHB+taSVpI+EtAo8GNLP31LR33No9i/1+BIaXBM6xY7GOkcToSeKfy3rGLDJDDBO50ADWNfrwSr1fEMDELuy4LDzqGq+OfSjsg4g0L2EwPZaG9vh3FwHEjrUxnZ8ESrUflSeaNdHlL6136eVpyaSTm9T710LOPGxZSjpduz1N49Hq6YebElbbfUlrUOP6x0lHYgEtMR+As9trqbdoaGEDjZfH9R7k8PID5YOyXqTqxDMlNHfcpNXOxBZKLofyv2VrEs+kD4AgpmCn39zLzuV6ufuzGsi83HnQVlznsZ11E8tV9yvP6isQV2uBtLjQU3qyQpEKmTSeYZRoCHVMHH0Qbe9r2wAqsTgeK2jiZoHsMkCSUHM8qh1Arj3kxGFkVYaer9QFf4Wj0LVzkdGZe1v6ahRZPPOrt+T9ThgaodS+tsn6zqoni5kZH0M8z6VmB7bjop+XhcG6Uft1TU79/1uncRgBSwMVh2qAJLl5wb8/Y6EOpzdCSjzwiEdz2kwlWkqH/OYrZWLTQ3d0III1g6VtdJ1b1wf6iS4z0JezfYPFTRYJI7+/piKXM1U9PWTBXXYm8LqQN+R/DVZP5RXbvxfGPoXskaxwjyWyejxgUWqCZw5N4znHRXt2lbUDXg4oBvSpohen9YZk666PoLfLKqD9BndLEsNxcFeaxuKKga8G3zXp6qgSPTrudgZVJjZREWT6FxIoUbzlnaPphujsg5gkHyXrfe6D0n5jqZia8sYjh7P7DcdWzlzHIUxXsxo1XTUVaaaVk2YBALbhqOBYxAdhDV+1TnIY1bIi0CcfuhtkT2y5r00CQG0mYZWzCccZT9jILgL7HJxJAJnodJdbOiaolJna+or+pAITWdfX2peCkOeazwp6+wS9J0uOgxxj16/sNEkn6xBEbTWNxr1RZfRyfd51FfsMHp+kh7MI4E5p+zq+U/aGAZM3iHLaUCMvZZeb8JxWHS5ydJ9aCsKhBsbej+lqwvB/o6knhsyOs1ARTvY0GPZ69Gk9XhSYU+luh7ribTOW2zv+ley5jzN+wMK6/uP6c+a1Wyd4ePXYJZljRpj8saYpjGm4bruPsuyuowx/2CMGTHGjBpjPui6btp6qZT3X40x7zbGlIwxH3Fd94WXP+fDxpjfffljf991XS21rDKjgzyR0UrMLAAgp+uKcf9oUBUVzxbUQT0+rTflhhgGi8j9Dj7oA5aqGnImgoHwQzl16DnoIBBrm3U1mLOa+tCfKWggTlx4EZW1xyb/h6xtONC3xv6ZrKnbMA0aOBrbpM4SomH7bE1sfBiI3V/Tjsi+ulbN/2zy/3nl3xuTOhB4Pvt1WbsY4CN957U20o1eWoLV56HyH8k6XFX4wVLc8/P4/M0+HWrb6NHgMN/Q83fG1cSiamlgOp7e3/b7O/b6Gu9nwlGiAa06t84DHQIUxAYLDRP+06iYW1ENdo7O/I2sSYV7sKTf90L2L2U9nNTOZ9nVTjBpkCcLWoXNpN4n6xqCDxA0mVmQv1eauu9ULd13ChW9919vm6lo4lOsjMo6EhzR4wHUhh2KpZSDL6KzG6joPjKXU9Ygfj5nGp70aFHmPuwr80ahZs/mNQyhr/P7tGDmwQwM6U0pgObBPnfcKAS2lNaCHSG91/kXYHmPTyqkc7qk914NVL8eW7/b49HioeNwH9J7jzFEtqndjs9kFNaWbhI41bHlmGVZ/8YYc7956UJMm5fi5yvt4up2djU6Bve4rtsKfvtXxpiHXdf9A8uy/tXL698yxtxnjNny8v9uNcb8D2PMrS8nEv+nMWafeYlA/4BlWZ93XXjdVWRl0JP2BtUhbA2ow9hR1Q2BAmXcIMbB/7w1oQ9xlw/sDbZCZwrN9vCJmZxSZu5OaCC8yaOVmHFHsY2nsp+S9XZUqu6NqUNPoqNScxQ6dNn/m7I+UFMnN4EhPgtDYZtRyZlGR4UMC0EI/wRs6BJgA6DC59uNnq8EOiy/lVqgOTwPRqpivL1OwRSuDQfFr7ax6tnlV+aMmqvnOmbpvb/G1XN9NqRQJM57eFHFYwfhYk2DgQeiOhDa54zImtS+EyFwhy8TJ9yx12ZJBI97UMWd9y8EZ8/XlAWIiQAtFtQKNGFt7+vWqiZhfuv9+pxf169+ibz8z9SVnnRzQLngg11aUCmgg7E1rn4j6dNEIAc9mnPoKMxm9Hg5UMrAmFSxyzU+KztTCou0AcV5EYkDNUSop5Mwui+wAxP36OuxlK7pS2i8fzbGdd++Hp3xHkuFP9PofhVsTSSOZrWKPujRDsZgStcn8qpyz9k6kojcG/xhWR9wD7zqe3eFlFGpGtYkcsrRJCRsJ2XN2R9eu4RX99yoq+fyriBUomsaE3zSKEX4ajLXXZXDx//Jdd3fM8YYy7I+aoz5/xpjfsG8Sly91IddCyjR/caYu1/+918ZY/ablxKD+40xf+2+dLc/bVlW0rKswZf/9kHXdeeNMcayrAeNMe8yxvz91T3s79yKqARQobAGUt84Akc/WHm4IfzMRg38j2bbt7XuDirF5T9k/kG/D5UN8msPBDQYi2HIa7qgx8OWdQWVq6CHdKr6e8GGuqhlH3V1Qx22FYq1HS1Wft54MSnrE45+Hof0yj7NQUt+vb5DTZ3hYJs2jKesP9j6e/XFzLx2F6ZBoTfn0QG+2jVODJgIEHfNJJWb2Sdn/72sW6Eixhijva7FVTU7ocHNdZZ2ECI+vRghDI31Q0AuaWnFupMYrKxZIB5IYD6q26/PcrS58KyPIildSgU8g5mDTGK9rNe6Co/oBx1mFH66guHfMc+orN8W/JG2xzPp6t3NczEHdrMvXtZnvdevz9ZGMM+s8aufPdzQ9VJ0mss1JgLbrBFZc/YqA4YxwvYsJBJzrna6/ZbuS6QuvrwEbj3gV9jidSGdCaFORAr7cNSr538agnSPZkl9rHGAH8FyAZ3yFFiTokbvzzjEMGOgL73Ps7APB7Apjea1q37Z1YJUE/tKw9I1r00as2UkLOmPqJ9mEnypsWrrvN/GrFU3fOy6bmuFK2IWVGi/bVztum7b9uFKJwauMebrlmW5xpj/5brux4wx/S0HNWmM+dbTOWx0EH/85f/2av991Ro5fz+JKi8H7rwe9UC/5NUWZi/4PINMHMBKxOAriuBoc0CDp2M1HRzqDWsiQWEfipVQmGWtpUNoazwauBMLG8Fd+PiMVl6eqPyjrPtD+vkUfpifUwfNGQW23Fk5G07owGPQ0vez8sWZkTRYiJrAos62bPiH5vW3PttQDYUBH9VDl0eJt9J2Ka+wqQtNrcr9cNdvyfqGbr3Ye7p1CI5Usi8AHtIT2yPrN3t1A8qCH5tc8LRjWU1ar+RWb6Xqe9EI76gjAOGzFfQsPEs9TQxIGk0MCGfw4Dmfq6mfDoX1WSNJBAfbq/AjHHb9fPo/yJqBcxM8+VSD3QS9miFocFA5mVXbmQroPGe0qEBNkNeq+n2uuF/WfSBSWBPQzvZNdS0gpUOjss43tROcK+vwOOlRCxGFevUH9Hr2xHXGhHY9SEJoYY+en+1xvT4hBOqeLJSIMUNBqFfe0d8zhI5CN6ifK64mKtQnai2oHclq9+JFV/02nw0fIJu9lrLNZbx6rnfFNclbF9QkNOZ79efYGGMqzaTp2Gszy7L+rTHmp4wxWWPMPS//51eLn69pYnCn67qXLcvqM8Y8aFmW9P5c13VfThpes1mW9XPGmJ97PT7rtRqhLKQ9m6mqg97qBzc7KuhF0NQRAc9AvR8cxYCiLhJuITsD7Rh0EQ6m/0LWtyR/XtZB8IsTGlVuAjuLH8BK2F5XaecuGm0hj4Feda+tQ19MjMqAR3LIzQENnddVp1k0Wt2IeDmMrRvEobQG/7sTC4kgqWpDqAqlHcVeLsXzf7WNMKzroxoMnHN0c/ekFTNeaerNGcDmtiGpUKCK2/5evT6pSfas7r3mBKhtyfq0XGaRjr0284HC0w/fMVcllnnBxmvaPRrEsGePpYnD0bTOENyPpLUvpPcCO3+ED5A3n9APdr+Cjv62vK0Dm6RBnq7q8WRrekDbYnpuSGdaxa18Q+rDsj6SVja212rVmj7r9RALJPr7ckt0O0s1rWL7vZp4MTFgorPU5wV92ikmpJX75tcn9HpsTeg+Ow1fc8k9IuulWJ7WGO2AncXwdretTD+XLN2XdxvtgLV2CdYGNSk7VwNbG2KWS2mdx2nG2+sczEODwVOBCCpmFqixccZ9Y80YOCszfNxjWVZrFfljLxfTjTHGWJb1kDHA071kv+O67udc1/0dY8zvWJb128aYXzYvQfC/K1vRxMB1X5pCdV132rKsfzLG3GKMmfpWK+NlqNC3nu7LxphWwPGal//bZbMAPfrWf9//bb7rY8aYjxljzOuVbHy3xkEd0oxRqt0PRcd1UX1Ih0L6UMa9+lCSR/9Ymhsc1Gi9iuuupR6Q9al5nREIgA+ala9Jo3CLSxl1Km9JfFTW262krNmyjYBtopJWp/IchvbuDOrx+D16PkrYcEdrGVmPl1Rt14cNqC+4U9bXQ6CtH8rN0CkyN6b0B7ZWQZk0pQFdSQT1Wi3FJ321jcPCp31acX9P+L2yHghDFAjPwkRJq3INDK3VgeM9bikco5jR+Zd+UFBujum9RC57tshJJNCx19fiIYVujVUPyNoGDnCTtXB9h/yqgXEmr4P7eZ8WxdhB4DDnbEYb0TsiSVnPYfo3CD+TAO/+obx2OnvBijNoFGd9oK7Ql0RBYXm3dev3Xy7ruZmH9mEDLDqH01eXs2MeVMC+mj7r52wlvSiWR2XN4dvmEqQQaewLnjgY3eCrKjV9PdCrzrjbr+cvE9TX//e0zjMFQSW9JLQNJB1Tjs5jrfVqhyNmacFpBuKXTzcOyfptzYX3k0lwsKowpRmrfWDOuUNaqkuTkiyOdboCQhT48RgYp75PbdZ13X2v9qLruve+2muwvzPGfNm8lBi8Wlzd1lYsMbAsK2KMsV3Xzb/873cYY/5vY8znjTEfNsb8wcv//y0cy+eNMb9sWdYnzEvDEdmXk4evGWP+nWVZ38KjvMMY89srddwrYWTtmcSA5PNVHaJ7S/OXZP3/nlWH+CNrtUo7XdWH/nI1I+unSh+XNYVnKD1Pu5B9SNbb4oqpZ/C0BpSPDbSo58APXkPsdQEDuU81lR6UDApOUD/vSjMj66dLx2VdxgxIF9gtaJcL6hRvSe7R7yvp9388rTMcG6Hr0Aq98rhoN+Nc5qr6DF/rRIAW8GsBo9enwcyliraww+gw5GqaRR1r6AaVMtrN2QZBOA6eP+/sl3Ulp7jd9RgALVn6+msdwOzY8my+oN0+shQF0E1ttlRdOWtkg/WF8yE29Ex2epWq1ofO34tFHUaNAtN+1CgUiRVp+tVpiEZNuUoX+q7Er+rxGrUrqMKOaWy1SOjxnK2d1attpKw88Sp/92pmg86zuahX3t4WzSNBJyEBDP+ZrD77YwW9Aher6iuGjcJrDtW/2vb7SBQxU9LrQ1atcb8+C463fZGCVf9nygszGRy0H3U0AR/waLeCQoOZqiZV1PbJAfZVgV8t49pVbE2Cdhotvq1qW4XDx5ZlbXFd91sX5X5jXoFVfNu4eqnPW8mOQb8x5p9eFhTyGmM+7rruVy3Les4Y80nLsn7WGHPRGPPBl//+y+YlSqWz5iVapZ82xhjXdedfpmL6lozj//2tQeTVaqTyijmKsR+OanCy1dWH4hPpZ2X9U72KxazjrrxcVIcxDUVQVsCdeubbHPWCsSXbB1z3xYpW2GN+hYcwmDWAxa+paKD8TF5b6ruCivVMNrSSN+Xq+UnbGdPOamAhoi1V2aFl6ppYVZq6YSf8erzbAFUKtFQaH63pb/F7FZu5XLXQq227wspusQuJAmFWc8A3ELc90dSqH4eJzRId3DUenY+peHRDcgAVmgfDVceurjERoLjgwZwWNa604MR9lnbilqLyLVYUhjfu00D+TF1x17f6FAJaQ9JIJV36Tc6SJcMKbZrPH5b1DNjsSjn1MxFAX+KASJ6y9fMuZ/X3vNFsKZappQJvGl/34P0nHQ1+M03dx/otJVogZJZIgKWOp9HUogk7IoQ6lS1NNMeLqmydCmmi4mlJhLsdhfq8yfN2WT+HmQPqwSwlPEnWovWOFoieryqVKrvwzdc433I1zTWrUvn4DyzL2mZemri8aF5iJDLmVeLqpWzFEgPXdc8bY274Nv99zhjztm/z311jzC/xv7/82p8bY/789T7GlbJ6QzecK0aDu5vMbbKO+/Uy7GtqC3GpCvsNCtM1lRndXEdcbdfPBHQDOpD537LmENrNCM76Ulp5m6nohnkupBtwFlXd9VENpN+bVJErThMPZrXl/g9Gaex8YHfYFlAu+5G6JhqPNRRyQIuCsrKERIe6BRti+v3JqmKdyaq0PrqwjpT0Xvgqqj4BMDjNFxX+sFS3Z6WtyyRlPRT2fPs/fNkygDv4AMdwoFrNRCCEzfdE7rOyfktUx4x6fJqozNd1sy779fwVwY2/VHDSsddmfNb6ETAUoHZbawmeLAwwUhX7oqOd2Q22ivHdHFM2trd6PyjrA/NaUAgDHkFIZcGAl76sfn8OHQMalZPvHdTEh9CWU3l9dm61teD0DNAZUwWF7hCj/3obA3evRw+I389EKhFWeMpi7ny1JhJDVrVpxap+/2xQj5cUnydqCpEltW6hujydCA8GfAdjKpQ5YHQf7wZ73vVRKCVjXivYMj+VtzA3hz1pW0O/e9Rq39+heGDJyci616uJxP2BD8l6rKpJkd/Tft/oWHtzXfeHX+W/v2pc3c46yscrYHRw69AmI4b+aF3hEz/SOyLrfSnFQQfAjnCuoCV5BqLTGJal+XwamAdQqZhztJJRKGpi8Ej2v8g6FFCcN2ngrqDDEQfN2oFZdWI9Qf37ybIOdW0BJzLxlA1UpRtVpZEjWwWFiKKgtRsFRG8uo+crghbJurBu8PWWwaUamE0oGMYK6rVOBGhPVj8t68Lcu3UNLu8bfJqkrsE8zdtdhalN1jQ4K2Pzf09cRaiOmEOyHrIVsknqXVPVe+ey1R5L27HX1/wIIKixMl/Sjk4yvFAVHUTgRKFIJtUesIOl0b06kSO9pBrvvZuDWkFOVzWQ/XJDK7pMJLod9btkk5tFwTmMaehJzOPsRMHGSWuw94hfh1VZwHqtrERM8kI+rVgVqlogotG38XiqDfUlsWB7csI81qSDTYYwrIsqeb7RXkCPFuTvXQL2SQhrE6QXSQh/ch7tpDMq625X76dwy8zDQED3JEJh5pFz3WDtkfVBr8Ky2B1rYGbgWUf96I6m1ojHbC1wOc32cN7VZquwY/C6WicxWAEj1q9oaWDdBLRoJ4aBK2DtuVjSSsbBtL7+KOAmMVc/v2ZpmZY49r6IJi6XM4/KerpL6UF7mgoduj3xi7Ke8WjgHGhCd6GuHYUt6Gjs7dEN7nhGN3AOkZHBE7PWJoUBxtvrCn950dIWfA1DYIQavan7LbJeB/7VQr09AJEsUnKsGFDkQN1qs3pDN4RTXp0HSdq6+ZbANf5PGb13u5paxZ2y9Vrnmhrc7LWVrpSD/rwXaDO2VnlXuoraMTUGe1WEcz4vkuoWWKAFmFqQCuaA/pxsql/baj8g671dGhgeSWuikPS1576dcfTYAz49npmmziREbS0oBMB+5kckWEXcviulr0+V1bEwcGRFmwUsBr61enuxRVq9CYGvZWqAMHBn8Bn2a/eIXPtLzQeRFWgqqzDOkaR2om+w75F1Mqz7WK6h++ppdBwsMJ4RykaL27qvZnA/9aE7e5MPYpIYNm/d93gvXSxgzhAQy03ogu/yqr7OwTl9Nk5Yuk9RTG4upN2bKuDMW6KgIO/YNbVOYrACFvR3t339RUerYD0NrUjfGkjKugtDSPu61OFsiCqe78GJ9kNaKaOViKyllZzNXQ/I+jafJg41jzrYh6s6dMWK/O146F0MDZLmjXze1B3Y1vV+Wa8PaxWY2NtzOT1/aaOB/y2oKlfgJA8k9YC+UVVawi1NhVqRn/yuhLZdW2n75qq6mRUqunkPJNQhL3ceYqWttYJrjDH7LB0WHcBmSV76DV5th5/JIol1tfvUY7evEv5Mj35/GPfqX01rIrLD1iqnpogdW2kbCinD1xZHB0LrKGKcsRaGlS+gIk/Mfk9coUOEmkTpaGAPFxRi+cvDqnSbA600BbWYqDQBTclb2skltInDsAm/+v2eoB7/uogez81VDRxLEDzN1ICpL7aHj9Co/7Izop1hX1iDy6PlL8ma1MsM3Bd1DIDJ3xBUyCZppCuAzPL71iW1qJBydR9md5FV9l4I4G0OKCx0HOx1Xyr/oayjHr3enEX0giFt1mhHJQFBvhKgRPGWDlkPimf9IbIG6boPfx/1QZAsoH9/XU33+LcNaReeYoBna1qQIUR0tZvT6Rh0bLlWxxDReqOVgEE8lB5k8zGwD/QHdUPZAOGbDGjXPJa25798RR/KJjH8RjfjaTMq6wMY0FyLYO09Yd0QWPmhEND6mDq842kNBrdBuXhbAkrGeWUT4fY+j5kMciZXIaIUQuWx26vH1yxqcD4cV68Z9urvPZ7FwCs2lM3RhfPBe6Hp/h+yftbRKifb9ddamTdd1GBoOqqsQbNlPbf7oroZgpTI9IU02AjWdLPkteS1m67o632gGPzZAU2iD89DjRQq4J0OwsoadSmerH9R1ju8WrW9ybMQbOU9Gjhf6lI/Rtpl6grQbwTgh3+q95dNO6M+yo1VDYa+VlPdhKBXCyJ+076gcUs3FN9BUz1T1e37gMZaixKftWX1mwYNkOUmBqzQH8kpC9GdUT3fu0PaqZ0Mq+8ie9+F/H5ZXxdVmGHU0Q4PL2jID98BEgoOyK4NaMFsLWbhugJQboauBEPFoEf35WRdiyBUag7ggsQxo1GHoNmFus4/pUCX2kqvayHUGwRt9Ghe98Q4FOu7A+onN8f1/f84qyiBHkcLRiHskQ04/qU6u6vKXMu4K6NjsGqskxisgDWbWgKfcNVjv4ChKCrrxn1aafCAfSNTh85BUDeMF+b0oSNrT95Sh1J11WEOurrB3oRgjhtqDtPQjiH2VR3sAGYGNkX1NgRbqTme0b+fByvQeE2d2raIbjBRzDBUqhq4R5aoHD4OZejf6QdWGE4zCAYH6jQ0W6oNaWwux41Sq5LtYa62XNK/lbUGpOyztsIPdrgIRmAogsq5MWZxFWza1SpgtKonNwLMOlW1zwJ4fLA2KutOInB1bSkaxEpKq7Cfmfvvr/ybmP1pPBsjKYWG9ABiOQ0FqwRIICh4hRx0Eeabaq7rI8q+NlZS6IoXVMUzFfUjJ+H3tiQ0aUb9xGzQuNZcQuM4ZmlBoxsFnioE4iYyy1MBvz6uw9u9ELXy2Bq4Juq6PuqooNeG2N2yXuvqPpQ2Cl2qWLqPRbz69xYE7DaFwRqF6x1Et5GhIElBgCg1GbzODlII+kU+QI8WQdOQOBRtvcBdmEkYcxbijltjSsKAW80cNTqYvheD+nUEwhT3GzGa5DxfVX2Zda52zUOgT6X4XceurXUSgxUwMpkcKfyTrLfE3iHre6I6eMPhYR/02pgIHM6oR2LLvMfVoSgqFxPLOZjQxIDDu/NQI73g6JDWoKtY0C9Ma2L0QL86bKrTjhf186frCk0Ko4V9e1dS1twwObPRcPR8n8yrA06g0hMAhSiD2QiGwRuOns+vXtbj3xJfqBROltTDpuvqUAktWm3Dx4SdhV3dbFMBdTFRbJ5pbJ6XSnoznMD8B1WpS47eWz01pZgsN/ULCS1KOaD06thVNSYCVC+mLxlO/eYr//5S5o/ktXsT/0LWPghATRn1y9m63huZOQ1UyT4WtNFJRDBD9dbZhs4UrA9pksMCSggwu3cO67Pz1Iz+/VYkApfRnfsmunkho4E6qWDJBrdce7GgUCEnqp3kLdAkIf0rYZKplCYaJywdWC1a+ux7EWh7EN6k0RH5Iiryb64ptGhPt76fiSDLSWUUtPZXFeqWrUDFPqADuUFcn6aFogggv2EmAnh9m72Q+J3N672KsTuzxlHY2f+ceUTWFH70QmPiHujDDNjaMThY0n2saqufb0+PsrrsJbrSa30UK2udxOAqWBPYyDQ2kBM5hRoFgbcLQUkZyBtTBn4vhgp409FIuSumXO+1hlYeyhaUc2BJVNa6S1qJG4OOwk0BHS4GaZDpUh9jvpJT6NLegAby+YZ64Ab2M34+KztgyDSHGsoEtMZWSMAIqifzVdaO2j9GrYmAMcYEW3ws6TNpfp8G2quNPrOJzZ3UsTMVvVlTYMfgvZvG8CkFzsabmii8M6jwggR2vGdnNCnzItibtTWp7djVNULjZgsavLlRhfG1VlW7MLtUAoY/jgr5BmC6+0Ltk9bzmE2iOcDEk1WGPPlpR/3+bks7CuwsDgT18+4dgF6KTwNHF36o19Hfe6CmMK0EdBXyFYWDLMXDT2O3LQXMPCPpKx49nYAFgwABAABJREFUH9yXGqDYTDg9eF2Pr9vVqrUPw9yTPq2KpzxK+jEYptikGvI2sw10sCwAERpF0oxmUK9f1sX7jd4/h4oqNLojqtCs1kTAGGPqLTMaxboefBf85M3JpKx3NhTCR8KMIyXVHiLEk/DZNbZeu3FHO8una8oo1rFra53E4CoYsZhDRikS14Z0R+BQWRkVbxsdhDgq5H5b39+Lz6uktZKzv6FYXCYullFmGTpID4KtiKuVjw2YKeAMxXhJP/CeiGI/CVVitv7ns3r8P47h5A2AopYberzvTygFcL6u33cBSstPz2rLelNUr58HgMkIAg7qULQaWYgioZFX/+NVYKNZ5fY+j2DiZwZ/V9bEUTuo6q5ragX/ckOhQ31Qq+VgeqiJmYYeTcq4YYVy2h07DRgYRYc69voaqYDjoDomE1BvCxzkjrxChS67GmzMokCxrql+LNpQvzRd1kCNgX/cp9tlANChy0UNBC+DrpL0qXmw1Y2V1I8MAvqyLd7+XpyvqaMbDuh63tZuzNnSN/T4wKK0XJV1dp5nbQ0efU2FswRBDzqf18A959V9KAFfuNXWxIrUyGTfI1vgiKOfN1HSRDAEWvFPzozK+r6kvr8noIH8xZp+Xxz7GqFENZBWFJH4rIvp9RtG4pdEsD8UXth4WBwDis7E4JexBS7qJSUwzzBd1Q5A0NZz92TjK7Le7NFrd6tPCzwPLVsn++paZ/i4Y6/ZPAg2SpY6sEyNNGx6WXZ3YTgWQjecOXh2RhORT81ry91CRyIJPuW5srbAH0TbcKOjLEVztlaxRyzdAM5m1QuFULJnpex0Vp1YFC2Aw3WlrLwvrMJGvRg4ZYelhBbD4zXdkPxQtMxbusHdGNEqZqtgmTHGXCxgQBa/N+VfeH04BF59jYMXwZhWW5i6MfkuWe90Nekl3GIC3OvTEMerOHqvvFD+jKwXca0j6VtT1ipgsaH3LkWADrrKz+06uFk6tqJWQgesBvrSv89oJfEn+3/nlX/3BDXjTiOwPpj5W1nf0PWrso4gGFqDDH6qrPcagycOVMYLejN6bU1qQh6toMdQQHkhpwWIA3n9/g3gyefw6Y8OaXdxa0KP7/QMcN2418nas1yLQPBr2tF95Fj272RNViMaYZODXqVyrqFDNIPv82OmwYPrQajY3YMaWAdshsMjsnpqPiPrc4A95msKn2k0tSMQRNLb7dH790pTP38Yie0h6xlZR2uaOLRSlJbQmf3Lyd+XNQfzfUavzairv42wqJuCD8h6XVB/y4969PUJQGgnIJDWsWtrncRgBYyKjxzKqht1yDFUJt7Upw59IKh/77NB64aHmEI3vx77TVmPYrr3eFNbnMfy6sCvD/+4rP2Ywns8p9UAb0Sz/7tCCgeJeMEcE9BgrRuJwPNzYOdwNFjeX1fmHiejOgNNlInZMt7b1A3Hh4r/uapuyFSNpNjvBiQKJVRnWv+ezCF9CaUUJJPGajMfql5kFVob0XNxeL491/jXM/9Z1l0xxeH6kWRvcHWzbKLKm6/r9w2Di3xfVWFik15oWnSGkVfUctBg6Y7tkXXEr1XR1nmn/bWn5bV9HhX02pRUsT12l6rAR1wpgX60rFXQu/o0iR8t6OedtY/JugGe+zwKGvsrB2T9oZ7/j6xv7+U+oPdy1KuBbxb3+tisPosnqw/Luuno76Mw5XIThRKCRZ8n9Cp/+bIhMCd2h/cCK/60flu7iXPuRVmXa9pRetTS2b/dpR/T7w+0r7JT3fcsig6cnwn4tWBGlqEyq/iYOQh7ODOhrE4TQfWV5xsL13fA0qT0htSHZb0DCvFMerc7b5P1QVuv9aCte/JTFZ0HeQu6JYTxVYqo8Kxy6wicdWzZRmwmh8zo4HJ1DdQ9qKSkoGNwIqcOdx7MNtMQusEzaCwEvpdqqlJIutFvVLVqG/FphyMSUMVFYnkJPao5rOizUqPHnwBbBJWF3+zTRIAKoru74IQAzRqHEvNcUzf0blSeaggoZqt6PUmXGkIi1MqUw8HuHgxtjdU1eFhtlsBgewAXG3PkZjCs9za3+g96flvWn5r/E1nviX1APx9Vw71JhXNMYrflYD/hIU1ntfVkvrdtTfJuWa91tRsZByPbbMtMzg8nFI5AFpgAGKuYtA6E9O4j61DUp36WeitF4C3Wgv4yZzSwJivNlqjqn3Aep9JUP3e2oBXmT01oJ/PNKfXDHOzf7dfuXj2gicQLOe2wLNcImSVxAjvV6xJ3yzpgaXBJqE8AA7AlfN9lS8/3bFmD0xAE0u4NKoSUdgWjdoez2s7ljMRSLE4Bn/omshBNYpia9K/Dcb3f7wlpItMb5HwXxAha7J1Jnfsjy9DFgnY31kX0swJgFZpqaAHr7Ql9FpBnmEMZ9bPT9hunAOOaDpSoY6+D5Y0+8MPg+HUQCDMwTtcQ2CKwhg6OSVc1GCo29O9navrQV2rKCbA9pcHXdkuH1EqORnuPVP5c1sm4OjwmBrQNEd1xK019P4d9w7Zu8IMo2XdjmJnffz6v56cK+MokBlKjYH+I1TUYXocOAROxK0WUglo2OM4jjFU1EWDVabXZ05n/Kes5W2FdI47eOykvNCkAsxqvKXzgLeBC7/e1r0J+Pn9E1vcEdaDxcF7vdR9cYGem4OraeGa/rCc8Cu3qjir3+y32QhGAg+vzEAsMupzd0meNw6VPzWgkSHE+PqtDEfU7mboGSym/+vnxvHY4JhoaSN6VUAG1LD5vR1z97k+v1UD3mdn2HY8MqIRpXTjXs7kXXuUvXzLOP93uf5+sOXv2SEH3iYqjz3rJZGSdtzRYjFgq6DWCfcmDznmlqh0aYvznodT8zJwWGQiRvdDQ6xc2ug9sSGmHKtvQxKEB6FbMo8fb59XOeiD2k7J2UPAikQLtxu4FX9kX1Pdyzu1YWu+V9VH1s0wUns38L1n/UNe/knUaMt2fTP+ZrNdGtTNOEouOXVvrJAZXwQqOVnY8EBR70WgLumdKWXHu6NPLxAHKIp6pcxiWvcGnlaSkF2q0EIJxLH2oiRMvuOpEPtD1C7Lm8C6PrxtDUhNQXbxU0tfpEC8aHSo8kdcN5if8ylaSx/dfqejxB1C5GXaVJWoSMwb+JTIdys8TenQ8s+Bk58DCQ1zyG81sVPXYLg9DPI7icP0N7c483VRuc1NT6A8HRO8I6bXfENPPHwzrZv78rG54Hbu6RmXvlK0zIl0YsGzFhR8s6nPJYOX2xC/K+tE59Yvv6tNA874hDYYOQvyOKuVlDC8X0L3KNTUw5XDvrtj9svZhtozyKiGPPkuREFiJetR3jGPmwp7TKvFho7oKxeryqrbsgPjhR9nNiwR00Jz0pOGgHl8YFf6IrdcrigLRsKN++wRgh4StFZLasUm5WtGfcZU6utuvlJ5xo/vqi3nVu+HwNhMpzlPNVLQoUbX1/JF2PAJfmq+zILhwA53C7NpoQfdAQjBJ+e0Hs96c+XlZM8miyOrd4Z+QtYMgxgZK4YL5vFm15nagRB17Hazh6EMTAFbwnqAmAsT3RbAhkIv9VBbsBxhqI9VYF7jl4011qFFHHeSaqHqJRB20bvh8Bs47krrm8RTBEoQZv0UMCaTE7MGGQL7pjVHQCqKS+N8uI6AIq3CSj4qU2LGZJ2Rr+n0Mfjf6F5xsqqqfPepqYLzalI6XMhssQ5S6d7EBkQmE3RsGA2k3I+tTZcVNv7n3I7LmPM4LsxrccUMkjI7H27HX14gL32jps+zBs3PYPfnKv89kFCO+uUsD7VBTCyCcAXhkWu/N+wbU7+2D8vCVsn7e8/MayBVshVPMZQ/Juje+T18H1OjWmGL8hyAE2RPQQLHU0OPvAzRoCgWX4bB2IErFPbJ+sqnnZymrobvmYl9iN47GpJBVYwuJRrqhMwNpS+eLUqD17sOMQqGmiU8CmiscRr7BKDf/nKtFHCaipFvNFPT8xPx6b/cEsI9hn/lSSYsiaz2K818Ptj922llAbDX6tQhikjVhiLPZ7FZown40qzEO9+CEV5M4ahMRVtWxa2udxGAFzMtKCjDqVyyFqnQ1tErWHQT2sArdAL8GT6yKngFmvoBKQhwKXX7QxhUsLS8k/MoPTQ7kiwX9/Jqj319u6vH3QCl4psrEAdAh3KUV6CzcmdDgGSx/5lxBP2+uok5uIKpDW0XwSUfAUrQjoe9fE9INrReJ11RFN5zW33MC9JqRugbCmYZWrVabcaBuqqE0cxEPyL4rumYgTi7vRd+HYecH4lqJOgQ4wJaEbrYceoPOziIctNtpca+oEWbZdPV+GgJT0Ob8QtW2DmXjGCqqPT4Ewg2t+N4/TMy3PtdzoJtcGwZtstECw9/OKwyQysvzUNle49FAkiQGZwv6H/qBIU/6oQCPxIW4ceq9nLb0eIdjOrw9WVK2NkJzqnXdJ75S+kNZf7BH54Xe4XtA1t+s75d1EL7CCx7/XEO/vz+g578fjr+aU0z+Q3UV9pwM6AzEWihBV1w9v5sD6pt7kr8haw4Hz8Y1kD9n6/mMY3aOomO3VlVwLYfZxXRVnw0giM1AeOHzh0MQSQ3rnjYLyQreOwEMYkdRvVsLdr2tcdBS68eZJ6f1Xv5i+j+aN5K9NinA1W+dxGAFrAnu9RFLA88tfnUwk+AA9pYw6APFzTBw2azAs0q7SDkYbBbbQDF5ypzUdVYd5DYEWxFU0E/ntXJ2g0e/r4EZiQBa5t1gKWq6+vtzRa38XClqCzoE7CbFV2h3+rAhVvV8ncQGaltvlnXYq8cbQ7A/hRHb1oFc0nVSUZIDa6uNJadaU1jXlohuhlsBY2NSykFuL5Io/tqsBdwvBr/f1qPwg/URzpPovXc0rcfDqt9SOOuOvTaruAoD/GLuj2X9CxFlVNuVasFNl7UCX8G9RDay7UG9N46l9fWb1C2bS2AdoqJ5Bp3BH0neJevDaa0YH8BwbNRRv/hwTtnhPjxIYUg9ngoKLiR1eCirn0fBsWFLB72zls4g9IS0mzOOxIC+6L2p35J1V7B9ePEWS0W0vlz8R1nf5FO9nQ0R7ayTuGG+gvPjajcyFtTAfzP0eRwkhpui6ntTAT2/GZBmsIAVKWvnfrTa/nywYHXEHJR1wVFfGy/pTAOJHY638HTPVvS19SABAmGXQX3F5Ouc+9M3PFfRbo4H3ZwistLzRu/N+7v03vnc/L81q9esDpSoY8s3r1cdcAG6BeWGvj5qKzxkb0Rx0rsSGjyyTVcFNnVvt1ZS/nxuv6zXG93A2Ma7wdLvv7GbfNOYOUB1YSSsDpE0b5uj+oYsnQ4qdTVsAAF0OLYm9Pg4pFcCC9GBeQzFFVW6fgcSuX2Wtrz9aKvWsSFfqaBjgCJ4T0veRxXpJnDMLjD6q80Gk8qd7Rg93kVib/A45LO+YDT4mKoel3WPXzU3opZWqp6b025SuamvP5FRXPp6cMPnyq+Ny71jyzMbSfO74h+VNYfFu+0F38L5FSqMdyGQuwDSAZIWnM7pc32ppIH9kbL68Xd1KzSEugdl0FJ7bT2+F539sv657gdk3eXTz3tsVv3qdXH9fEJM3wHmGdZHxgp6PF8qqlhhGOxztBj0b44arYivtXQeaItyOCzy+y80dd/pQkdmOAIBNSQCiyrmAf19j0wfknUpoRX5kYh+32ZFGpmIR7+Ps2RkYCPLVAL6PuwQkNEtXlG4zmxdZyQYvU2X9QCedRY0QG6vKHNfAzHDeFn9JucQWdCZRUHrPakRWbNDUXFAEFLQe4dJfceurXUSgxWwBoRZppr6QHO49af61CGuDRFqA+gPKuxsgZOP+y0+HbIiZWMDolER4AEZzC1RgF/EFz5W1APeGGEFXY9nAoE0HW7C0Q3rZEadFGc4WgXFjDGmAEqGhFGHfd4+p8frKASBj00J2E4eP4cIWxOJTA1JjKPQiiAGFgurbFY2XVaoUySi14b3Wh8Y9PzQ/Jia1+CHarGX8o/LemdMq56b4/p5DB7e0aObLWFwjSam9Dq2osYOWR2+6I4uLaK0xg9TJQaGnCfRwGwoAsw9/Kwvou+/s1ePzY9h13EkAuMgtCLGfoOtgfIVo/tCFH42i9krQjA5P0OSCJI+sGqbhs5CvaHB4VxVA31asaJJNJWPa02t8LNAQ/pXmh+dcerfmGD7RIHMO7tTyvKTwcxAqaHOqdZsv++yQ0M/f9DojEDSKCSXNWf6yluCymp1vU+r8BzYLUFH4deH7n3l3z0QRZ0FxXnN0d9O+HEEWkt1FLQuA77sQbHxDKgTR2IMPd84FfgOXWnHvitz0cKcyalOwNeMrscsHXZ9T1Kz6Tt61IH3B9Wjjpe0MnJTt17WU1l9SB8q6IbU4ypbRAAOkUNNtK8UlSLy3vD1st6MSlESugwJHx2cbuBsayZBH5pC6WVyUfCsn5+DEJAfw8y7vErbF8COkKvr5z2iUFVzAyAJpFtt5Utfh2DlSEEDoSISBaqFkjv8ahtxxx5gwtl+LyM4OAqavGnALYocGASzBzesEKpuwbBeuzKCR0KZqEHSsZW1mNFELWzr9fzTGdVQ+bWhBUpMsrKw6lh39F6MofFJ2uci7k12Bg+mNVGgABahJAFAOg/UHpH1xoBi4Mmbf2uPBmc5KNx/+pJ+fhD3Ph5F0w/dhrhPK+QT1ttlzYIW9zEXAmm7vfp+kmgwETiQ1+5dCvfCMIZrLyHxKjf0/IQgRMFuZS8KSiVLNwruI3i7iaIjc0NSfe94Wa/HHqOd5pNGu59MXNgZX2o2kKQWXei+tXaQmERSV2BXSj/7+Vk9uEtFjUFIOEJrgoRiPRIBFmRy9Y7i/GqyTmJwDezexK/KekdUq6QUplnUAgYN3Sw6CmQ37gf1eyKv8Ik5Wx101NEN8IVZ9SKfmvv3st6RUmXnR0EL57qKVeVwbsqnTiLhQ0u/CKiOrcHonRH9/O0xCO2g8jbtalW4bIEmDsPTpH/d5eoGdle/Ht9ZiBWT07lVsI2sPFNlZQYpVRSLudqsJ65Vwa6mnpsTGY0GEj6NVsaMDuJHjCZGPSHlHq85enK/VlJmmnudB2TNYKEbVUbqKJA5hsFQx15fO5r+G1nnMbB7f1R1MVqHIv/w4n+Q135tvc4jpKv6bHFWaV1Yn9sk/M4YaJOZCDC42l+E0i1gbr0BvZc5eP2Xs9+Q9fqoqtPuimvS2uXn9g3hxVr7wLqOfYWd7JJH/aTuEouZbV6ofFbWT2Q1yWfF3g8WHh90CPI4wCSKDGQRerig5z/uJmV90dIOCCGpMcxDkQ3v8RkLr+v3T1Y00Xiu+TVZs6hzCRhcknactHQfvaVxnayvAIYZ9Oj19kmHS187mFY/OuYZlfVQUwlR5m2F9J0q6G/76b6fk7UXWRW7OScbl2V9Y1C/b7VbZ8agY6/ZyM980QN+5IpWqO/qB+UjsI2PzqhD3RzF0JXTvlKTszKyPl/6pqxLYR3A3Gc0+Lsv+euyJn/1hhgcPjKVCoZzr2D9ny+/KOuLeRUC2hrVytRBtBQiENEiVClhdEM4XPqirOsR/byolZT1BQT+UyVNbL6QV/aLH+1Ska7W47mMQXUmAh5wca82Aa5uLwTMHD3eHUltUXPeZFtZRX2ONhXGdSmtuGc/cM8cKMw3dbOMgplmGkrIp2sa7mTLqzsR+14zDnuvdTTJP1XWYfOmu5A4/uaIJgIZFB0JrYkgSTyC4eMUWBB2xqFYD8gm9Vai4ME/01DYW8CjoPX5kt7re8PvlzULJAk/qHYRnDw+q36PFWUKwl1BFfhrGWUV4rO2lJWrmgiQt79sAWKLYdrp7DOyLlqaSPQW9XgKYKebhe5A3aO+ZTanjGkb4zpjQIY0nK5FejpjwOWfsFQXYj6viQipp8cRbGdtTRR7mwo9YrTGIgs7HOyettrWGJgIC1rQYSIw6+ocJFERY0UkrZjvoEUd7fpzbnK121Jw6je6dRKDq2AJZMN1Vx2KD0/0qSzpOzW4ubdfKxMFCO2cLegGcR3oNSdLil081fiCrPMNreL6oBgawm1zyNEqt6eA4emUHk8QugzMvn9zjeLGx0oaPHx9VuElPls3dBThFxk5lTeFdTCrp6mVox6vOjlCBkiBuav5Hlk/UlXFzDubC6qP3aCyXbSZVvVarDZb5yjudXOcWFW99yh+d7muON+TuU+1/b410dtk/SYfGL8S0MRAUkrud5OHSFH5jS0w90azLp8GS5cR3A06I7LO1Rce7khNrxVnh0ZQoBhaFKuo37kMKM8vntJuxi8NagV/qeAg4tV760pOA9+NyXfI+vqQdnK9SETO5rVT/GJOb+41+rKZQUEoAXrMPPRokhEtUJXrGhwuZWuSd+vnWRrYOhgWZyJAXYMaoD5UvI+hYONp6gzHZVc7CM2m+pqm0USLTDuRRVAoTaSYmAQtUDPDShVVQgYb6yJfeszSfWO+oR0d/v0jeVWh/73Er73y727MGDBprDT0Xj1c1Yo+YVHHYurn10V03QulZSaxDmYSxsqrbHju+9w6icEKmI2ByhFXg5c42BamaurBIz7dwZgo1J322Tirsqw8rcWU2/3uP5f1CUerAxQse7D6dVl/MK6BMKCQZktUI/UNUXUCw3E4bHQ8XpjRStHZnG6gfiQGdEIe0tDFgdPPakeHWKyZhlbpU1Wt/A0Cx34jBNeOlMBvXV+orhxyHpXXrgsolGI6OCrr0bS2cK+1vWiU0SmQ18A97gNsDDjeJFS3bfNLsj7aeEjWV0pKH/p4GB2CsooS7UrqtY9hgDENuEUypJstq6Ade21GnYgaiiTXmxv1DXgWp1uCu4OA7mxwNLBtQiyQiuvkar8+pcHKJwZ+TNYOWIbIRlZsgEWmqMFVCMq/l/Kq/Nub0n3CZ6vfPFfQc/f2fj13eSS9HpzrmFd/Xy/0clz3fbK+UNVu5hO1P5H1li6Fee3z6PknjfWVklaVM0mlfeYg+jDgLH1hTfQ4v5SsqC95alK7jcGAdhCoe3GqoK1g6g70GN0nzta0I5Qv6f1I4zzYtDUq6zJmLCxA3xKODq/5DDtcev1mWuhPCe3hvX+hrN2cLT4l5PCipP9unyYK4+gYXATVb7dfr+2mAGbpMC+yms11O1Cijn0XZsHBHa4qVGU4rJWNt4YUO7ghiiE4BNrbovoQMhDeD/GQLlSK1qKylKvpbVAu64YQhYP/lwOaCLAqeyytTuEIhp9tYG8tYFVnqnr+OCMQxzBwNzaIIbCNsCV8EWicFxzdAGJGHXAd0vTfvPLfZP1D3crBTCfsczGQ61u4Pu+0NRF4pqEDavm6dgzI/OGCxeVqWwHH96xXE53hunZ/bvFpFZFVuZQN0aKAPhs9Xt2w4uimjSiSyXRhfmUaXOIcPvYYtudX1/l+oxshCH3uiKzPIVi6A1z6zZb5qnOOBjMe4Kg5K8TOKkiHTMLX3m/Qzx7KqJ+tgPVnu6uBcjioFeUwEpexot6r6yP6fTvjGs0dybYXqdoEiGkefpQ6DkwE0rbqGtCiwPCTaYZQLg5X7zG3yroG1fMgBtE5zEz4CRXpqYR9dv5zsq6HNdHjMDKVmEmcc7PvB2Q9kdJE8EJJEwcSNVwpqD6O16O+7/qg6hR4XDAB2do5TzpJWbeeDZACmZmyXptur373zpT6wSgKKue1lmd2p9QPd2EeZwLX/nROb9b1UTyMiiDs2FW2TmKwAsZg4paAZvL9cAAccloX1s3zDCpFX7iiDxGrolvjuj6TV49G4Z1T9mFZX8lpC/MZVysl0ZxGXwmPHs85V6usd3gVusShPp/dvgNC3YEX8xlZ7wS2l/zSTFzoFGuuVoquAPu6ydaB1DcltKq9Lgq5d+DYb4prdaS7BZo1jWPx1vWzyMqz2gJTqp+SmaRJhq6Krkl7N+lmZD2CwHEpLCqTaMDKTcjDFre+nq3p5r7azvf3mjUtvR/endABXTT3jL/FV1TzyupDPZZyUz97vKA3gxXFjABIHALoRNLIWjRR0c7vOVsryA1XX58zo7J+a1gx791QNo4jyaVY3/EMSBbKqKijQHSAxAb0k82zpp1VjQbS5OWnAj0x8V8ta6C+zav6OpvC2ikmHW0OAnMUPEvXVXSLMxNFo1Cp44Axrk+oWGMQnfpvFnWWbHtMC2ZBr+5LTAz8Xu08bwrq7w+CQpT77M5gUtYUy2xlOaogadxf1U7vXFVRAjsc7ZYRhfBMQX/L27u0G5NCkm2hq34iq6+fziNzWOXmvIHoVb8b6yQGK2DxkLZAw2AjYOBKrOr5ol6WW7p0Q3lkWh0GlYS/OqFeoOLoBslKzCZHMfyeuL6+0aMOlYJiDK62uYobHkDczw31CmjeGIpRR4H84Gko25wC2f/uuA46ldC2jFnawh3P7Zf1DOhl/83W35P1SFg/bwwt+q9PanklkF84fmomnEkry85qNwbOzxT/Vtasgm1MfETWTNrWeDSJmmpo0na0ofAA6hz0z79L1nlUMSHibWYrHZq8a2kMLqn+WgOFaK5ljuCSR4OZ4abCwGg7I+qIqKnBNGAKKtzUGaC+ymBQPzBX1u7Y07mPyToWpj6K2tGsdiQ+NTsq6zeFOd+j5+pLkxr4rmtoIBp3dO2gcxvA/BPtYkULSEfmR2S9WBhT7ef7tGB2ZF73uRxmRjhcS95/MowNeXVfO+lqIlR29PwwERhNf0U/DwWh9yZ+Acej359yFKr0fED3Ab9XC2yH038l67ckVOxvGjMSw7Z2trsDer5LLS2vNRHdk95tK+Ty8y6gQBAD3BjX9+/wa+eWTIoVMH6hVmbOYt/raSr8tmPX1jqJwQpYxKuBJvyt+Zsplfv+oa5/JesohmPna7q+u1cf4jpa3Pt6dIOax0NL+MaheXXA5BYfwLTtuZzuiHTIrOqOwsnc0gs4BzKBr0xmZP3mHg0Wqxga24TAfze47Z+c1uBjc0wDhAfTyoJ0Q0qHDIdBT0paQ+oyEHIw4dEOyr0tQ37BokIlClASzmJgbbXRlzbBZR7062a4PaCbLTdzbv6s+k159PffaBR6tT2qwc22hH5+fwACZngW/R4Nvk5kdHB+Kdxwx16bXaook4sPE5mb6howhFsoGXswy3NjUiu06wAro77JJye0G3dbHAUCKITdO4iCCeLmGPRYvlnVZ3VHUlmHKkaT3tPAewyH1e9/eGBE1gEUWAgXqVv6H87UlYHLRme7x+izNGBUT2fc7Jd1sTwq61iivSAY2fY4+1VHhTyLjsA86GdZxV4D4YaNNa1iv+hop5z0oXGjA7jvSf2GrJPoeFDIM4R9cNCnN0itoNC3FFiKdqV+XNYzRu/P0bIKppXse2S91ugMS7Vl2HsgrAUaJlk3WQrrYpJIjRD81EUzCNzT2fn78W5N2khN+5Q2oledLaXj8Ea3TmKwAha01MHSoXxk4Hdl/URNA9M9dQ1OgngKqxDuYcfhREYdKKsFDdzVj5S0yntj+AFZs2XLYeQgEo1vlJQW7gMpxZlPlBlYy9K8dygp6xMZ9TL9XjD5AP+4FhV8P1oWX5vQDblQUYWyY2VtKefiylq0Oa8zIhXoPlwCnekWdFBa26aXLYWuTGSUmnW1WxMq3xuCPyjrF0tadRsGBSHv7Wcdpc71YebgChKFYFGrrqWGXos+4BmOZNq3rOebF9q+3rHX11g1HbG0EhkGN3vrkOJlS5M2G4EdhQVH8xoof2iICT9YjQARzKNDAHbTRZ3NLe52WT+Y/a+y3phSDHnMp7/1swUNBH/YVujUwzmFygQwb3NjWANFQk2+nPtTWSfCI7JuNJfHFPN0TXn3t2AYPOJtP/NArnsKtg2E9HqczmugP1/R85dtagGN4oXcp8OgWs4bLXr4cLz5pnYbHegyXHB0/oq+MovE8UpZfd/OlAqfrg8psUOfq5186hhMi4q7+lEWYMqAfH41rTCpvVVNagu2di8GKvosTZSgEt7U7kzT6PfdFtMkbjWba6yO8nHHlm+XSzpUNBLUwHBHXB/S9wQ0EfibOVUSLjo6BPbzvcA+onJEHPXXstpyv86rLegfjP20rLNweHFgU4HcMQ+XlK70JrBTUG12T1I/gNChSTj4XE3//oiricemuiot1zCTcSoLXDucUr2hk05L8XezIxLB+SYf+pN55afeGVgIfuyq8vCfB3MGcamrzUivmkOV666QYlXXQOm5iIHN4YYmkfNGkzYbA6aEf1A9lIP2m6KaJI6VIFKU1krWnDlkOnb1jHCJgK1dgIPuwVf+PexqRTuDAsYoBKSocXEefsKLCjrnVQg9uoy4mXCK4ZC+YchoN5DDsPePqB/7tS5NBFhhT/lHZH1gVv32eEkD243olN7n/jNZXzDqa2Zt3TcyRs3v02BwqqoFromy7gOVpp7vF+b0BFYQnG6MaKDeBZKJAXDlz9U08CeElzbi6P0zHFRnsTVB76I2WdbPL3BYcAkR9abTHsaYolKzrYlQ2miiEXUVWhRyF4okGdybfVDBTlfVLydCOlfYtHQPpibFE2UlnfjR1E/JelNQ7xUSdAQ93+Ml+DeYdRKDFTDCPcZDWuWsZbUqti6oUJgPJJW2rh+cwFPgp75cRPaPFuebI5qY0MFOlvXvR0v60NuWOswJKC7e5tdgLoBKD+J6E4RgWxFsIWTXWANw7+WMYncfS2uLfG9MK4frMGQ4M4+AwJuUNROFC+kv6+cNasegP4hEAyxEw5Y6+N4W9V3X1Qq3VUa7HaJIrDpda7MQmpNlZiSsmzeKsKYCDPmBzJ/JmrCumqvBBJNKtvMfn9JrE0e058eGdLak6rMdW1nr9emwMQXyPjmrKus/1vuvF96LbhDb+yfgx0b8SVmvBdSIBZbHp+Gn6vp9nK0inIL6UuOZ/bKmEjD9JBOB4ZD63R1x4MCRdD88qQ/b2bw+OzlQxV5sKKzLcYBNgnVHNLDe6qpf5PcFbSpJ6/EeqOk+2V/XfWsLZih8wL3XMZPBjgPpVR/LKab//X6dGcCo2KICEJWPbfjCbJVa0WoeG4J0EEKlDaMjVnKZ+GqisSO2kFRXgKGcKOm9zXu3iZmD03XtZtiYU9wY0sHp8yVtmzOJSvqxRwLVsNqtM3zcsWVbX0Lxel2OZssNhDMTkFK/jAG8/2OjVp52JdQhpEE3un9aH7onC4px31FTbC4VQUmvSQe5t4dVX32dHMm5evtEIFPX7y/y/QAsRkF32uPT4HoHBN0YMJzL6d/b4PsOwEF3BRWuwt9bQouZhSPiOVtjV2I1R8JaJTxX2C/r1ZYYBMCsQZaZ0ZLe26mAJpmcd9mYUgrAizUNVob8mjRvi+u9wEH36QoH1fXiMBjrDm2W9XhHx2BF7dS8wvbWJn5V1oRdui3YZ947HGRf69NuA7nSs/CbeTyoO5L6gexIrEc36stXNBjq9cNPxVVBfs5VKJAxI7J6dla/7/ou9bsMVCcxLP2F4udl/QMRZc3paurnzXu0W3alomx1tNmCdm63RjQxeLyq1/Z9ccXQF+p6PVghX4OCDju1JLFgIkCSjy2OPtuXvdrZ5/3RdJB42O2r3OxWOqZ9YsUZDSojn3SU7nSfda+sy2hJ1CxdN5xwy785M4BiYFNRCRs8Opx8ydJ7wUF3Z49vRNY7U9QWkqW5VND/MF544+gYfD9YJzFYAcuW1eGfQ9tuHgONtbo+lPclf13WM9jAuGYgGkNV9lT5YVlv8aiDLqOawMD74LwGdwecR2R9m0cd1mBIN5wdaMl2gYZvDWYC4gj0z+TVQR9KK53oep/SobIKPQes8WN1Fc0K+HS4eRHNnGA1jTmW1uN9ZkadJHUVHql8RtZJ/wdf+bcHwQgp9Br47tVmXTj3dVev7d4uRE+wy+g+EZd9yq+vB4zem+fzuhmOF/Ve6w3qs9INmBfpTNeXFNZ32dLNmTz8HXttRthexKPOi8F+K5l8GoH6uYJWwCm+d4PRYIekDD1QeD8NCCKrmmRa6fFpAed4A0q3sCsZrcJO++6U9T0D+uODtjr6K0gEqDK+y1YBMUIyp5uayJzKtlcdp9moeLPgdWdAcelfLH5W1t1+DdSnGydl3ZN9QF8Hex01SP5+5t/J+n3dSuqRB11sT0i7VRvj+ntQQzBjqMlMlfT+mG/o5zft9r6CtOblmsYB+/zvlXWXT4/vVAMCbKAVb80FEvB7Du79aEPbZ/uzfyxrDkbT6i4TD4qy6t9TRZqaF6vd3mCHu2zrJAYrYLWaDh2FI8qDb4M9gS3I4bBuMJzwPwdxkQug5xyztMpJSsnzjfbCNbOWQqEGHa2Yb7O0qn3ZaMs02VCc/EGwHhUwIDoS0Q1rvKwb8ClwTFYs3dCiYAPhhs0ZB+oSPFvRlrKFRC7pV4dbQ7VlAInQqaIG828JaAu7dUO7UtOL2bDaD8ytNvMBCnV7SBOFDGC0fzWjQ233YAaB3O9TRcUt5/yKg54ApeL9YZ2/aYVtGbOY6eRQRu+l5zF43kkEVtZYFLnk6oxKsahJe8FaCP7JnJK1dZZnNq9igedj2rkt5dVPPT+nFfab/Q/Ien9NVbeHjAaWF5qaiKzzqoozWXCoxPupeR1Ojvt+RT8v2l7hPY/oi4JvJ12dGTiR/aSsLcAjXNLpwfhsPFf6RNu/jwV1nirX1AJPrqjDy2f8WmBbW9H3E5o0kFA13jOOEjvMWdA1QJGBBTIqW1/Ia+D/jfLfy7qKfZ9KxzQL9wOhRactvd+iDR0+HsFw95StvvFIS1gwAspxDgOfdbUzSztffkzWfo8mErOO3ltfuqznIhnQPTRk63O9DQxYq9lcYzrDxx1bvqViu9q+HrN1g9rmauDNwNKBgBcDYdJv3hoABWZcH7pzeY3Wphz9vtmKBmdjkH7viqhD2uxoJW6qpg7UxoaTAM67gYes268b3CZwndUyuiF/Ma/D2s0csZe6AZXrOkPAyk0BLd56Q4e+jka0Cn5LQ9V5u8DdP47hcae+QOlJTYbJ3DPmjWTH05/AWl/viik84c0hZdqwF6lEQwETVsO12BrQgc4MsugUujd8dtaG9FoN2Qr3uFDT+ZKOrazNuMoKlUawM1VaSBTLy4R5EbZUSmkSuRECUxxguc2jBRGaaxRKM9pQqMp8Qf0UCzZrcTxPlfVchLwKNVkX0UB2ECJSZzB7NudoYBwL675QrKCg5LRnJRqOqt+/0dbh6VxD95mHs/9F1h50ZklkQFiigzItq7ZrLN13p4wGq+zQBMDFfwzDyPz+K5Zy73N4eLlFBBZ9alg3gPNnxyMHZqCT6X+U9ZsT//yVfw+CcnydrfMKiayK633NaFISD+hcX6WRkXXQhlibX5+FgqXHmnV1T+a17di1tU5isAKWBOvPHcBF04iN7KGSL14nO8ZRQFuGw8Rm6vtnmxpcsVpQKKtDvT3xi3o8uG0u2Io1ZaXkbUEN3oiNHQmrAyw1dYM7lmnPLrET8BM/hGbqFjiTLXXox/0q1FMFjj/m08rezR5NBDjQeqWqkIYuKynrgdBC8DtRVmdvWXwkV3fHgFCQHVHFMZMCkAOPfld/b9HWzILBH4OHICgaN8RQRcSzwsF2whE4aN6xq2tBsBBtd7UIMNgy73PMo2J3S2lOcLjzRqOdwyEM7/qWKArOkZ4Ny5hX6ULnlwh+drualG5P6M17AXSrMUBLpkgiAb9cqWVkTcikwbOy1PmMGK36UndhALNqp22FnNbhC0jVbAc18WgikarjhEdcLZA1QDdKq9e1w3QqqPSw6y3t+JSa+vcNMGglo0rCkUEHhImDB1V329KiyHRWi0TBlAbfG9AxuC71If38lhkJoMzMHNrq7NS+N/VbsuaeetQDODSuJQtenKdZ72oS14uu+2o3tzN83LHXakslw+SXJu6cXO+z4Cv2cbp1CUtghmDQ1kB3FtUCUpU1XD2eS2ndoLd1KbaUdgXMO360UKer+vpESQP5VuEWY4zZGtOqLzH+i5SlMbPwXEEr+h4E51fyChGI9+twOYezXZQa6ZT/fOL3X/k3mTKaSNpWuxEKMt7QIbURj1aOgti8N4V1s+uq6t8XYwpTC3mSsi4YPV/FujJ8hVBV7UFDQmuAHbvWtsfS4Go9VNivtKjCP5VdnvhcwKv3xhwEr/qgD1MAtIR6LSRtWNPQJLlgtBObiKCAgcH9vqDenJtj+v37ujA7he4YZ6kKTX122PkkHISJAhCri4zzUDTO72RqClGNLEEL3edoRT9gqaMlI9k8igrVRnuihuGkzmAELIUlHit8SdaxoBaIUhFNWumbcrbOmJA4wkXHoYHgegN0LnYbLXB1QdchVtXMLh5YeFaWSnKDrv72QSR5XZhRsHPaXfnU/B/JugmClG6jxdI6BrPHyu31ZTp2da2TGKyATVcU2zrpKLSnC8O1vUF9CAl/uAhlHTKrjFXVhQ/V1MEvGi6GMvDR2b+RNavWZ5taSSlUFD/IFvhOo0NlUUwQ/t3887J+v6PB4BxYmXpwfj4+r8c7a6ka7puMYlE5JHbU1YCiJ4AWMpxWyq+4eeLW14b1esR9SVlfgPLz/Z6Fasw5943NekMY1lz+kKw3JG/WdUDvzSNlvZdY9Yt4teXNKmXEwd+3by4tooAkTd9ycdYde31tqqEzH4PNpKxbfQn9zlhaSRaGEPhRUKrHr4Ex/W4R9wY7BPm6+okHC0q1ywJBPLRWv8+j68tgpys2teBRgg7A09Pq1yLws2lUrLfGtZs3UdPh1WpD9xHuA6x4T5YUGvV10Fq/LawV7R9LfkDWT5c0cK5EM7JmoG8cffapdL3ZGZH1FwoKV5k3+nub6GzXjAanxPx7UdHnPrHGaOJXiWgiMJvTghs765xBqbiAFMN3EToW9+vxXWmhz7tU1CTkRaOD3l2uJmGXUYxzXD0XE3V9Tjcm3yXrveiq81nJgnaaGhLIqVeXuYuLjd9r1kkMVsDiAQ1MfRgufqj6RVnvqKuy7hVAecqOOsj7A7ohXhdTBzkG6q/tSa20VJrth7amEdwNeRU72h1WIZULRlvWoy6GsIo6U/HhHm3hQ+PK9KClfTANaA4oJbuxYST9LI/obf7lGYVONZr6+ayC27YGn6W4JjL0ET7Q6D1c1cGtmcKCIBw1E95oRpz0om4Rri0pAd+c0A2JolQ5R5+lHrdL1lGw2JB+dBpV1GnAprM1/b5OInBt7ZTRZ3N9VeEnrc3TMgYo16XeLms/AtWc0SS84ujNUgFEnEwppL8cszTw3Bv9oKzTNgariwpZvNzQQLEc1GjohzzamdwYURzcBrAkPT2n+8xboj8n6wQCWw+45E9WtUJu0JmlEeY3HNREp4SC1LPVs7Lebo/I+jwq6ON1PT8hr7I2kbCKfn+HqxDeS0Y72zkcf09QC0Q7g1pwop2saSIaC2iiOehp34mn2ejgzCGxex4FqDU1fTb8OCGtt2tfAN2FBuYxMBdYcfRhuATdg7Klf+/gXnm0pnowg7YmTUTiTFTeOFCizvBxx74rY0sy6dWb/oHQ/bKmGAhbhiMJff+zOW0Re4DTDkGafX0TSj4wDhIFfBr4DziKlbUAXSo0dIO8Hmwc+6B7YCH4mgd5wxTwj1uiusGnC9rCDUJshRs6uqCmL6SVrHxDE5l0QzfooF+r1qQ5HKd6LrC+m7BB9ccWcNJnKqoYScq61aZbsJTZgJmRqWVPWHUKPpPTQJBMGwezymLEJPat3ntknQNuy4Ngrg86B3VUwqIVHfDkvE3HVtZGrD2yPlQflXXUXYADbbYVg/5sVtnFfIDGsLtFZWJCU75e0kBus6v35jgC+0Gf+m0+CwykWZF/W0gr6ucKeu/O1/R4Pz2jn3dXTJPoC7YGlr2OBu5Tjr5OaFMFw8fuEgxpp62Dsu5p6LP6vi7tnJNuNgAYYAm+cMx7TNaWpQOz1BVIeNu3D+lrc17dJ0fzX5M155u2o0BHPZ3ZxvLCqwA6zWtCWkC7XNb7bR6Z7KLZupay9rmiwsjmbC1I5S2dn3AtfRr6QYVaRWLA7piD9QBUmbvR3Uhhk35oNXcMvg+skxisgLkYiqJC5zC6Zhtj6hCvAG5HLu8GPv8dvVqRr2CgMoKrbAEKs7mklZgpvwZDEbQ4a6i0xb2KvfRhA6Yg2OaoOo0AZiiyNd0QqbQ8ZykNXcjRDfOxOT2BTJTm6vr7OGQXB3aUNHo0Cu9Q+ZnVlb4WJxn2K470oKuUiaVVnhiQdWiLUdjVfV1QtgXG/wchpDNb0XtrMKmD6yEL9JUQSUrXtOq4NqKZACkICS3qJALX1i65Ck+5wej1n24JYCbd0/La9oQWXPKgUSbUiAWEJEqueyztlA5BtnuP932yziHQnS6r47NSysg1D5agTTH1U9vjCLZQpbwnrolACDMQP4TO5gsZQE5R0Q4FNRDNhTKyJgMZjVCYsJe6D1TfVb+eKemzR+HJ61ztoPB8D4f197+pj+HNb8vqkZoG/qzwf3DNA7JOoqhN2GEAs2aBvDL5vIiZCnamu9Gx2G3p+o6kVt3j6JCARVvu750pjTEGQ5oETZR1BuDz88qItc6rfneqricja2tx8N0h7d5tgmo1YwKKmq5uszrDxx1bvhXBXsCZgEJdbyo+4FT6TaNCfX1IK/hPzmjHwYPAfCQCbA4q9nWw9LBFn7G0cnTGOiRrDhYdwua+HewfNJJ7pKvqNaaBtew26nA3hbQySDgIhX1uMvfJ+nxKqyGzJU0EWKUmtrM7gO+Dk6MuROt2MFlW3GsIYmtlXEtCd661WYYDgXouSri2/UhyCRu7CBhcGpSNfWGFkfH7dqU0EZgjC5HT/t4IAQZYhwhUA921jr2+VgK0rupVX9BnFpLqADqrxypf178N6iAzFemLdfpZKMAj4yeJBAMx4o7/af4PZD2SUmhK2NYq6gQelkGwy3GAdBAFpqRP338orb+HPPdBo8Fh0dKq8nhNOwBL2XxFR/lHHQ20RwHju2hrYsdny+tNyjpsU/yuvYgWr1e+oY55xNbEKeBo1YJCoSywUc2X+9ilsp5PJgLsQNCecbSb6q2gI4Hh+5t8uq/1+xau74Nz2hXfEdQkJYeCyiw0Lz6b1SSqVle9ESrWl/FwHJyD4ryj663x9jTVHbu61kkMVsDSJcVSHoPUfNzR7D1c1uyb7BSD6DiwUkL7WuYPZT2C4dyU0Qr/icJX9Hj8umFVfWRP0GgrbcC+gKGs5+Y0uPJBlIqVpItGqw9J0LeWbU0UYtgx2Za8UtLXT5b18yfzugES918FrV0hrtjOGUCrHstqRyOMKrfPLFxfG+wP59M6f7LabY1XYVLHjLISdTc0KTyKkQpiW0lJGAduOYTh5J6gPjvjSCyOQX12p1c/71xdq8o1MJm80aBcb3QLeNQ3ZvGsV1pYqMqYUFwMZ4BqNvwOOwZpRHbnGhr8HCzpzWsjKd6I4VcGS2N5JXHoiSo06Rz8TGkqKesw2OjWRnV9Nqd+6K9nFYa3Iayd4dG6Bp4cPi5VtKCxlJWqE7J+rPansiYks4y/p90a+QlZh9CBOAOlaw9mSvKAFX6zqjoW1CF4a0jVfZlosMrNfZgFvRcaXzXtzAGOv+boPnmjpd2yElTlh3wKe/SjYzNWX3g+NmFPv1zWLO24pYQgW11NmqoRjWGOVJTWOdfUpPPLVS2u7fXp4Pui5zqje+Rqt87wcceWbax8ULSnz9JgiS1Jsvh0o4VZRMfhxi6t/GyI/K6sv1lRBoJEUwPt28Pa4n7RVUEzzjBsMco0c8XS6sJWR+EjOxN6fL0BdaD5hv6eOyJawS9iOvnpmjqhk3ndIKJFdZB9IT3+TWZE1ieQCPTG9frM5TXYfaigTm+fX1u+7+jSjgZx760ByBcKGizQWFUqQnztWtuIpcPD5xHYb4yB5g5Vz3pak+A47v1DuLaIxUxXgO18vdbbPAptokNPlrX7VrIU2rUUfKJjr6/5bA3u6HtiLaxUp/M6LEvhxajRqmiPo4HpGggndgchfgcF94sFvVf6wFP8XF6TzPuiOmt1Cux0OVDtUggy09TgbWsCgmDYvXPYF0jPGnLVD1OfpVJXEgnCBOfz2t2kuSgYRVo0J4wxpjeg+8Ksrc8+IZvDPj3+O/vY0dEiwQy6gwlAw37E0kTjcFkTk1t69fNGwpoosld7Oq+f/wxYkDJFPZ+0VEgDewqfJj268a/xaXuVsWkJ+6SvtnB8V2qadOyK673UVdYk5ERT51fijv495/RG09pR+LHefy1rwqnnK3ovVth+69g1tU5icBXMAv/yqDUqaw6pmbxCcxoOB3V0Azg8rxtIBEwtVFaOQJBrvq6ViGxRj68e1UTgRO0RWQ8EleHgCUjF9/h+WtbrsKMlferiLqMCf7qs0KaarcHiSFgd+raEvp/BqBcb0lqjQ2QNKEyuS+qQ23W2ns8dSfJj6O+ZKut6srpwvVhJOZXUYV1CaVabRVDF+6V+vXe7/eSr1ntzV0rfT9agDZhBoKAZiE9MFJeC7f2jab22G6KdFvZqshI6OJmAVhJjLaxUmxMKnbiQ3y/rreHbZB0F/SRVsj0Y3pwCtKcHiQAhoPd2a2DXQEeiYKnfOl1XJd6bfZqUXp/SJIk47NNZ9dvDYf1994VVI+UCFN+pP0PefCrGL2VJJGZrfCrYxk5yEFChslcZx7KA/pzJ677BWT1CODFysahD5EH4sw6JQJdfK/pni3p+L6E7OWxpInoxrr+fdKUeVPhPpz8j65HEr8p6e1L3Oe5rF5Co1FqYgkZCmmQ1UCFhwcQG59MT2T+RNYUtKYI6EtNzy/mLeWjP1VcZRHYp68wYdOw1W8JoVZVy4FS89AJXzmFWtjjJyvNQ5bOyDvu0UmbX9fMz4PcmlCYA5pbr/BpIn28qFGdfSCkr0w3dwK6U9HjjqOzQgVdsRIswOsjjGX3/mZK2LTm8PZbVocQ1ybtlPVnSSpmDSuA0nBxnSo5V9HonzAL7B1uqc4XliTZda/tmTTse5csajM2DCtaDkv8t3QrvyOHmnsF8Rg0dimxNK0+z0MDoQ6WK4njP5BUucqmq8IqOXV0L+TQ4jIGetnXgeCKtSrm0CmajbGDqy6iwcvYrBIWuKiCPJzIYnm1oyXrCVkjhuaIWVLpBckABrwgi217MMhXBekPSicfq+mxyOJgzD6MZndGgbgFtcacb1MNVpWctoMjh9SgLEvedAgo0XghzTmBbeCajUKwM6GIdMO0kjMJrzhX0/F8GKQaEp80w6WLnFYrFRIA2U9KOAmfZSOIxXgR9LuKCybLef8OhhfPVDXgtu9inHO0QTDRfbHtshBOfcpSSu5DeI2svQs0+sBRVl7jXVpO9RFd6rY9iZe07Sgwsy7rLGPOk6y7sqpZl3eS6bvs7v2PGGGN2e7WKOhTRFiKl7uM+vSxkJSrgoY6jA3C7o1XoOWhYPpv5X+0PGDbh0eCMm3WmqA4/HFEs63YoE6/XWND0oDLTAyeWrQ7K+pmGVhWJ7dyWREfCn5T1U9hAaOOZ/bIOBrTlfsHRQa5aThMvVj+o9tsaMJxIf7LtsXAAbynRoattQ0aDm3wTwjjonmyPanCW0z83JyoY0MN8xpWGJmlDrsI7diT0XFM9tjug9+JT06iyQWCrY1fXtrnandwSVmcxW1m43k8k9N6fzSvpwZylwc56W59TUtnOg/SAz/kGW++1YcwHBSp6L52sa0GAw6ezBSgXR3Re50JeP38dZgo2x/X7Ds/p8d/le5OsL9V0XuapnO4D/XE99/MlHSbmwKkHdLCDrhIDxAJ6vvMBhYhOFzX4pLFKPe3RDsgu+J4kZgwOlzUxoU1BN2BsTve1n+3WAthQSH3JGFCOQ36tyi9KvAC3oX4OiSWOWyqU6qtoZ94iLBNgp9bElhTb7BgknaSs74AYHubgzTgGLj45++9l/a6+H5Q1CzRM4gaQJHbs2tp32jH4mjHmOcuyPuC67re8w/82xtzU5j3GGGOsl3A0zxtjLruu+wOWZW0wxnzCGNNtjDlgjPlJ13VrlmUFjDF/bYzZa4yZM8b8iOu6oy9/xm8bY37WGNM0xnzUdd2vLf6m1WN0CFsSwMkCOvNPWeVnvs+nFWmyEtXxUA9HdIPoD2lwVKiDvN38vKyYKFDQq7epmPmUBXxg9G5Zd3kVnrEGMgpBCICVmqg8gY96U1zP3/Np3TDXYMOkE/xUTrUC2AVkCz3X0BkGSt3fENDzsQbnfxbf/xDoUH3uwvnhgOIMhra6A5pE8tiWwv2utJGvumhAzYph0gTgF6QA9FgKx3i8oJnDJog+rQuDix6VnAyobzNIRPKoSq6PKdb2zPw/mY5dPYsD5kfcv9uyZWVnle7TAe9+02jwQpYaBtpRwOJieS0IBFGhZWDGzueGmtKdJlP6eX2OVtg5PD1a0UB+TUST5BJms27oZgdBX3dyGny9PfEvZJ01mhTbkBG/ktHEgLbVj5mOkD7L53NaIPtio/18ld+n7x9x1BdGgU/JVrSK/ZagCs4ddLXD1G/rzMeNASUm6EKHxot9K4KOEuluQw1NnGhejyYy89gneqOaaCX8en0jIN2wQbLhttzwLC72hvQ/eG09VoqlkQHLQei4oal7aArXhoxb49DYSDoa86x2W60CZ5Zl/Zox5g+NMb2u685aL4lO/VdjzLuNMSVjzEe+k4L+d5oYnDLG/CdjzKOWZf2s67pPmkXh1avavzDGnDDmFfzEfzDG/BfXdT9hWdb/NC8F/P/j5f9Pu6672bKsH335737EsqydxpgfNcZcZ4wZMsY8ZFnW1tbuxWqzYUeHUbv87ftO743rQ8E5HCo6Hs3qBhj3w8GQCx7p/mYwFIyCxm86+4ysGdwFgMUNQkCNiPtjaf1Bt/fq76k4hBLp+6cgGBZ1k7IuoWg+iDzoVyKqLE0Ky0fntHphweHXXN0wq7hAvQheugBb//Opp2T9C4MLiRmZLRR1bEy/o1U2PrHz5uomBkwa14JyMRVoLzY3hGuDW3URtGcEVdo4NhzivAmzezGtX9CPZ2FvMinrx7PAhXXsqtr+2mdlvbmpwd1AS0DztvBPymtTYYWibPPpvUN6yznAzvygId6R0DXnWQghPFzUjoDPaGA94GjnkzMPPUH9+5v00TIxULcGEKhScX2qos9ipoaqLbpvmZp2hrOl9rBGkmy8UNcOw7tCug9ujuvv/anAr8n6cFWhVyw6DAfUeazDQNF1Se0unc7p+ThW0X0y7miixOB5HqrpXtw/07h/2Lm+UFISDxoZ14jrH3A1MSpBNb4rQGSBHt9MiwDaDlZgYIW63lsN7MmcJSPVL+clatjEQ4Blvd2r0KQTYPzq2PLNsqy1xph3GGNaH+T7jDFbXv7frealWPvWxe9W+04TA9d13S9alnXKGPMPlmX9uVk8FP/tDnSNMeY9xph/a4z51Zezl7caYz708p/8lTHm/3r5YO9/+d/GGPMpY8yfvPz39xtjPuG+RHlwwbKss8aYW4wxGm2tIota1A1Qo0IjKw8TJbYE9YF/B9L3xXg3fYj7cDheG6/XtTKRCyjF43RToUhZVx9isl2wkravB4mEB7SCCA7nwCc+W1Go1aINA9WMPrAe0RZtkPk/k/UNiQ/J+lxdN8hZo5mFB9hXJkZvCuvnPZZfgDiQsSpia9UtAHG2kGlfhVppo3osNwwG6ux2zaOCT6xrwujm3hNUF0UNCeKq/XhWkujWLUoySXVrOi3ta2k9YPji/dFKQbkjCceWUSjIgYby5IddLXDcHlHNikVCkhzIhF9jB8ICiUTQ0mf3qKsV8jAw7jfVlAUojGBqOKTtrmpTXz+P4ViyvdEv7bO14f+iv71SdLrQHvqTdnXfmKsqSQMZymYQWFfA0uQ1WmE5CZhhF6BKrHLTFyUq2qG5bKvvHaprh4ckHxygpZ3B4HwyqB2Syap2e1nb7AKDWi+UlCneyH2MVfpmy/1IP5lCntCNwfrjBZ19c4w+O5ma7slbjXZfeoK81up3D5Q1CRzE4PZqt1U6YvBfjDG/aYz5XMt/u98Y89fuS+2jpy3LSlqWNei6bluu4O80MbCMMcZ13TOWZb3ZGPPnxpjr27/FGGPMH798oN+6q7qNMRl3ARg9bswralXDxrxEiO+6bsOyrOzLfz9sjGkFC7a+Z+EALevnjDE/9x3+nqtqBVS0p4BFHQO7QR07ThNtq2NK0mMyNf2CG7vVoVhQdz2e0cDWwpZRgQOrhfTvhxxtiZ+0tDM1XNeHfLykTqcfToNKzzMoI1eROVDX4CwqQ1/CsPHOSFLWZVRe9sU/IutR55CsyZ5xe48mQoNBddilBipZcXWq8y2Vq0RNf0u92X5mYKJ2jaFDwMXO1fTeeBFc7N2Owh82x/XcMamrO/ofHi0oFe4+RzfPb1YPyTqMxGlvYETW2xJMwvX7H8z8Z9Oxa2c+FFUIPWstcrBif9Bo4B01qLhaWuCYA2UVu105PIoU6zuRh44ChlsnLe1+pSytEJOEYrahneBcXf0GVboDHlZt9fjI0vO3YL2JeEFKgarvcsUUvbh2pN2mYNh6QLlOzamvOF5V1iSqkt/X+3ttP5/7wrH038l6bUpnCJ5qKCNcHgO0MZ9+AY+f3dMT5baxlymDJSpta2JVboy0fT9pvBnct3b22U3K4t64XNI9bBF1LhKBkou5SEAAKSTZD+jSW3yalC/SZsqYVWuuu2JQoh7LEkGJj7mu+7Hv5I2WZd1vXoLrH7a0MvtKXP2yfSt+fu2Jgeu6N7b8u2CM+aBlWevavMVYlvUDxphp13UPWJZ193fyPa/FXj6BH3v5u69pQjcH4Z2oFwORUX2ohgFvuFjUh4gV/zzYM6KosKcAXSK8Igss7oSrlSDOSOwKaKWFLcvDBYXarE1oOWJ9RI+Hlbb+kH4eq8IzFT0Bz8xrMMpK39v7tHLYgw7Ck9N6AAfyfyvrobgy6/QYvdUJdTqa1d9LiMKTBR2CvL5lmDnhUYd63ChuerOjVbeYX5OypbiyX2+jqvQpSzUy1jnafdqGRAAsdou6S7w3hl2FX/D7yRW/RWMpk/TptZ/FjAEx7Hcl/rmsnyz8law7gmcra6fnPy3rWb/yodstVexjGfVjG129F1KuJpmnLO38EWK5NgyMf1HvDZCNmetimoQ+VdTnnDboaD2rD2x126LaLWMi8PCUPktoNJuIF6xFCP72etSvn7a0yEDhS9evP5i+honEsKvdHuosEJrDWbAwSBriUCF/e0hhZcMh8PYj+O1CBX1bl7LlXSxqItkbVrpV+hpW5MeL7QtYYVB6UoPGhpLzWtN+uHhjDDoLIPEookP0sZn9r/z7/XGF08Z9TLh1D0s29di2oKCSrumefBoQTMJ5o169VoxxjpQ6pA/GmFnXdfe92ouWZT1kDJzGS/Y7xph/bV6CEb0u1jYxsCzrv5n2XZOPtnntDmPMey3LercxJmhemjH4r8aYpGVZ3pe7BmuMMd/qKV02xqw1xoxbL1GvJMxLQ8jf+u/fstb3rErjENmT01p6evMA8Hp4oMm9zqom9LoWVUo43MsW8vqAwiVeLOsO0u2qQybUiVjKEtg2iC+8iA2Wla3tMf085nWPTur5y4Dic01EN+jr4po4ZOp6wubQkiX0Kma0kpaAuMsTsxoc3tat0SgTh70hDQhacdI8V7uayrTBAbvBqgbeY0apVq+2MRFYE9Dg5ZuFUVnPVrRqyoE9UvNOW9qBOIVu1q6qMrk8WlDX8IvD2mFYF9Z76URO743HwYTC4KBjK2t3Jn5Z1oQktGqSJbzq+Op1dAD8+vrNrgZ+9ItVR+89DhtfzOu9Q/2XdRCouuxoRbgMCGLW1tffEkrKen2Y9JN6vJehCfLUjPpRBrKnbBVq7Hd1mJcdlcvZ9hj5UFD92vagBsJoXC8iZXgYdJ05S4uYfZb6FnZ0ytgnzxb0ip7ALF4NOhL3hBTiGYP+D0k+yMzDEoGNSJ5xwFJGWnAyB3Hf5R3sxb65syXGzOK9fXiu+FsJXyZVLouD07gXn5jSmGJtVF+frbTvjK92uxaqC67r3vvt/rtlWbuNMRuMMd/qFqwxxrxgWdYt5ruMn5fqGLS2Nf5/xpj/c6kP/Ja5rvvbxpjffvnA7zbG/Lrruj9uWdY/GmPeb15iJvqwWcBDff7l9VMvv/6I67quZVmfN8Z83LKsPzIvDR9vMcasarJxOtiR2BD+AthKODgGlqwMOCirnsyyUgQ2Cnw76TQLFXXIThQzAHh/AnSiN1WVmmwaMwE9Qd0hdif09UFgZ9M1vS25wZ8HfIX8ztuAZQ2j5b4pqjts1ugGUcUGTiXoffbdsk4iMYOgqnlsSqspCf/C93Og7Rlwj99QVYGvqrW6hmPZQmaV6+7oiKx3JXGvgjnlkQk994ezH5f1usTdsu4O6MneChYnxHLmwSv6/RsxUnBdSu+F4xmlk3XQQu/Y62ubQpqEE2rW6is5W3VcEKfGHAGv+7uCKohGew6B9SDYxvis3t6rBzcNIcNMXv0MIZu7gCnn7Nl0Vf3g5bK+nyJLbx3Q918CS82bKjpz+FxD6V3nazo87DhgaYBRWZksOVRiPgduYj9pnDPKGnQdSDE4M8AODv2uBzMSQcwvxZBY0t7Ur6/3BdqTepzO4vtK7eeVOGxM4zA6O+kcfn4krUWTm1vijm8WtVvWzGgnOt9QR3kdhpUTPv3tubr+9pla+3vlWFZfZ6ecg/gd+87Ndd2jxizgJi3LGjXG7HuZlejzxphftizrE+aloePsUvMFxiyRGLiu+0of3bKsf9m6fg32W8aYT1iW9fvGmIPGmG9Nfv6ZMeZvXh4unjcvMREZ13VftCzrk8aY48aYhjHml1YzI5ExxkSAgeeGMV5Uj3alqpWMQbAMPVTUIbr3JXfKOoXKzGW0OCnkQ275NVGFznhcvS2m0VFgJWPc1g0l0Nwu679PH5J1zKfBbr6hTmYOA6rEuvowlMYhsWNZdahnARauNPX3nGqoOAsVO6+zVJch4+r1OpGFkjKEb1J+dXrnW8C/DKTDtuJspx0dKHkx/zlzLc1GIsB76UhN4RR3+BSGdSSjP3gMdKRBDMbfEv9pWRegycGK8hboFiSxodV79N44kwMuvKlVzGutE/H9Zmlgmc/m9NmZbPFFL7pn5bWYR7vsWwhrg0I5Z7cYyF6A3+gLsWCBwXfEeemqBqKfzvxvWd8UeZ+su4raqaw5+iyUMA3djSpuGsKVV0BikUOHo4Kad5dfg8UGEgNi/DNFPf/PeHRmwotO7LhR2CH1YqjZ8qKl7Hgb6vfo+5H4fCmvtN93BK6Tdb6s98cxo8PHP9GnUCiiyOcw7Ls2pPdHtqa+JZ0elXUsjM+ngBn20VHQr77LUiYf4viv4Pz+5cxXXvn3h7p+Rl4joccho3OCyazu0ZcxJ/hCTvelNX5NgvxIor9R1aRva1Nhf0zqV7u5q5Su9NvYl81LVKVnzUt0pT/d/s9fsuUoH3/XPXXXdfcbY/a//O/z5iVWIf5NxRjzgVd5/781LzEbvSHsonNQ1lsdhX7FAIrvaWrlZJFOQVPhF+cwVcaW8YMVKFii5l9taHCVBy1dT1J1DnYuQXV2cV43NCoxvzeml7sXmP8Y8IfcEGuOvp41ugH5bWV/INY2CHYPJmI7PbrhpAywyR49P+9PKnvItpgGnxkwqZzX023WtPCDszs0k9dAetKjgXYQyrAFUAautLGKyG7OO3v0XiVOmlXPMO6tg/PKTPJC6VOyvjn8o7J+NKP3QqGuFJW3ghFrIIikvIRgEb+vAyW6ukal7AqIGR7K/49X/t1s6r3CYVIKPjERoJ+gHgmVjjnsebnECr5aF4ZBN0HvhZ3JCgJ/YvQpBtjtp98kbTIKJsBxb3W1AHLMUbJkJgKLDEnzC9m/lHUYdJwDIfWbQ8k3yzpTGcXx7dXjKyr0agTClbd6tWA2UdHuKlmi1gIyOwklZQqJvqlX14Se0ZdzpoBK0YGAzk9lS3q+3415pxg6MnV8//UVTRwuhRegXlTRToI6tpxVLpnLZT0Z36jqPEq3reeuAsry49DbeVtQ9WEY43Q175b1p4wW61aTuebaQIm+U3Ndd6Tl364x5peW+xnLSQw69h1aHjjonIdCO3raGfgykN3bpZUnDhNfKmiicJdPoWgnHHU45yu6AdBhpUBNxqGuRcI5eEzSjm7uU2X9vVuh2GmBxefxaQyM1tXBhyDGwuCTiYeL78tgcGquocfbRIfiYkGdVP+ADoklodxcwODWcw2tQt9hL1SyTpV1s5v1LMFkUZtq+/rVttmqBjdzNU2qEEuZx2czsu71Qn0UKttUi6Ua6t7kz8qalaoMqsBPTum1Yrcp5FVmERCAdWyFLQDufwrYvddeCJYeLCvMK2hp1XI9hB6Pzauf9GOGgAWDKVv9eD/Y2Hy2+mXee5PotJKFyFhawT5Tzsh6vKzB2/VJfVYOpqG3gsiUSS31a/bXtIo7m11S90jMhnLwmphCfxYp/Qa1Yj6Z044Aiw6xkF77nUky3+jxHMhkZB219O8nMa8UdwCF8qrvQixtHpwgTh+d7mr77iKvB9n/aAcgyLZ/WveGdUEtuJUs9Va7zML8FUIKof01xpiCq4nAW7r1XtlnFFVwPK1ZahFd+I0efVbymP8h6oAxT8eurS01fJw3C4WQsGVZ3+o9WualZKRD+v1tbE1EpeUjHj3NRdBlllF5CYK7nlReH7uszZO9yf9D1uRi94NnvyusLeNmSCvuHOoj6w8rYw1Uvp4va5W3ZCu298a6VhsmkBik0CKvNdXB+yD61R9sX5WuIpEhFdtFqDCudZSTeX3sLll//IrSEP7sWu2Y0H68WytlrYnMfBWDy2C2yNq6mdnY7Jrg/r7aNm5pojI9o/duzcL8iKWUfBlH7z3HAo43yUqTbmAeuDDSWzJp3AN12KMQQMvXloRfdmwFLQnVdELFWpWPtzna6WMZj4PsWxLq105l9d5MeTQQ7bHUT4aAFeK9diGvwRGhTt2W3utdoPIdDmii8dYBMMcE9Hips3Clor/vQkHff7aoHQM/EhtCXdhJpiXDOs9zd0D3Pd+Qrk8WlTQiH1HfMV/QmYenmw/Jem5eg9MBj+5zCYgv+iHEyfvDD1al/3JZoV4/mlL4DRMB7ouk9Az4NfGr1pAYLmGE0P5gVLulUzX1hWWj3eSByIIvpmjqCyX1czdjDnJPUmMSzun5ASl9eEb3oTGjBZ4tUK2+CLbM9U3tnqx2W6wd9b1lS80YxNq93rFvb5ugfNwDzPk85kcdePi4X/9+S1wd/J/1KIXfJHQRHp1Sh9HtqMMoeZQ9Y7yo/M0NtNhLYE0awwzDibRW7n6y/3dMOyshUL+tu/1A7YG0btgH5/T4iPbbk9REZR7DzDMV0EuA9Slla+Wo39KZiRv6ILoFHQMqORNy0Nvyc7aA2vULF/9U1smIMqk4qwzzHkXVrWTrBrEBFIjvSI7ImtSuxysqElQ0mhhxsxzx6r19HtPGAY9ea8IzNoI/dX1Dq3DHlgiOOvb62klHA4ptCM7XRhae9lxN/dh2sACMRDBfAuhFsaF/T+jQgaIGrptsLQBkUbDZX/uSrLd6NKktWvpsFLCeAUbdNer34j4NPPMNvXejGF4mdKpu0C1zFXaH0S3jsaCcvAQ1Mql/CV+ZhvLwXPaQfh8C/c22Pos3xbSKTcpNYu6nMGNxsqC6CD/R/RFZ39KtBbZpiCFSJOxQThOdMIo2EQiwLTcx2GY0sWIiQKOORqt44yx+y3t6lFGKqAAmAjEf5m0wGB2HhsUe7FtFdCi+OPk3st7W/dumY6vHOlCiFbCApcHIBrAKbY3r68fQEj5Y0g2p7ugGSKqwzUjfRiL6kE6X9aHuQqB7yVURabb1ulDBD+D1Wyo6k/B8TYMpv9FKTrCk2NMxcCifQ6VrFrRNbFuewIAi+bUZEEAAxGxxFRrUIDQKUKOLBYUy7dblomrCpqgef+uG7cGxbEi+G8eiSc5S6qMrbV0x7X5QmXkWlINPNXC8WcWBd4FV6NnM/5K1D4F/JKDBzNGmDuy9NaR0r0wELqHBwmfjeFa7XVfb+HvrjflX+cvvTZtzR2VdQ6WxNY/jbBVnBoj5nqzos0aY2/ooKBqDWsUs4wOvoEDCRID0kzkrI2sPZpm6oHT7hTG9N9+7Vv1ogBBP+LkpKLLVLfWbL2T/QtZ7kh+W9fniF007y1cUCnM4rQ/XrT268e3APNGEo/vGhKUdlherSsUczv2ArAmxrYGShEKh5arOa5GSk535L5a+IWufpddrr0dnIEjEUKlo4rBce6H+FVn3B3WG4havDlfn6tz3Fv7N3/r75/69rN+V+Jey9iDQXw8Gpkl05ckANQO/ujaKucPUb8k62ySF+Go2axEj2PeadRKDFbA5Rx3keEkdItkrODNwf5+2INHBXCRw1oAD7AKdaB5sFeTxJzsC8X8RD6sJejys2k7VdYMjjvypsrJB2Gml7aPgWRrB80WPvv/dEQ3s+wPqlKZA+3c6r9cnZ2mLfcSjfNxJj2ZedAlMBFipm0BHp/V1Bhclh9Ch9pR619p8SIK7HQ3cfaClGwyj0gQ4BrtNZLNoGg1uNpkRWbPqu39C/347ghMmwSlUuubyh8zVtEYzc1W/b7UZKSvHfSrMFE0u3G+9QT5Xeu2PZtoPE/O5nYMA11xFHXMv/BKHiycwuxTGsxtxtSDihd9dg87yFtAuTyCx2RZTP5f0q1/fAyGB3pIWmLb6tUo7VlWWhGhIkzIOI9cw7+QDneZS9paUHs/j8/r7kwHtNp52ldRjS03Z4ng9jzb0eD2YieCMAvfZpKVV9bqlRZpH69ohCnu0o1GpLg+WSMY3Qrm2+nVYmzMlhE61Uv1SDO7GLg3MpyGSGocw5AS67KchnXzZaKf3Rp+eO9QyTQOd35S3Q1e6mqyTGKyApW0dmJwta0l5JKYP2XBEnxrqGpDfmmwJk1B6GcYG043K2uUqoC8YgiqAhs0F7Rwt31AnMW1ry7QfcIABBI9sM16B0+CGv7Y5IusS0DVkDKCg2taYVpqajm4YZUC7TtZ0puBDPZq4LarcwWFT7fd0buF1bsY08uYziSO0ZqXNg3a5i2tDrva0qLEbk69rsHG+qJvtOUvnPSiy5Iea6HRYk0JfRXHbIzHMPOB08d7yI3i42na1r+dqty8UPiHrRODHX/n3joReOxZYTuS008eK/I6kPph+PMdjYETKQygxDSXKkqVQD17L465qlJAkgjz8IxA425VQR1cCzfM86TJRhJ3CPnGxrt2op7P/U9aW1T484DDtAVdJGnY2lY1vK6iEp5GIZbBvejCIHgTpBKFKQOCaoaImFrWEnm8WwMAibsJAUntc9S0enx5f3tF9YrlUxzzfsbDO0k0Z7Y72NPV4+gJ6f4+31L9mEdhTNXsC3aUL2DMPVdWPH04rc/39SDSigHlN4OS+AG2g3Y03mTeKueb7fMagY9+dbbdHZL1YTlzvqj+dVrxdzK8t7C1GVbJ3x5Ky3pnUh55KymVMHj1V0s02EtLjbcLhc8gNsdSiQLzP0cB5KK632SYoTF4sqAMlvCPh1/cPBLSlTlXGDGYK+BCvgWgSK/wFnL+j5P9G4uaz9QzYqKLj50lAE/frZleY13bxgcyfmdVkFn5bzKOBdy8GOGt1ha0lsXvXmvp+jwucNTbXeFAH1z2ufl4/OhLhJTwc741OYH5tjQOwIdDznsgvwDMiXn12mBgwae1BSZg6BGCBNhX4zSK+YK6ms1FVW9dkAdrkeZesJyHAdkibhSaIZ4m/j1XYbTH9ARsi+H3g4a87Sf0+VOiXYs2h5SsqqEqMftPVfZBsepxVuy35C7IeMVqFZiIQwrrXr+dvDGxxF0uayFH5mIH4ekBO2b28klG2v+Ua6XdLVe3IVOsKTZp0D8m6y1UY5ft9C4nZ1jhYgJAEdwHGkMcemPBrktLn/pqs62BWPJvTZ+GR8t/J+h3hn5R1yNu++LjarAMl6tiybaahD7htJWU9oP7K/FjqJ2TNDYgKi/0aFy/aMDiEFULJ/L6YalwcdRUHHoEOARMBVuDJYoQZN/NYVjeYnQFNHCar6qB7fHqCKHrkQ9X8WEbPz/Up8o/r31PUagjndxH9qaMbPOlQ2cIPejRzKDQ0E8m1HM+FvP4tRWpeK7PF621FwAdm/XqvZ9yMrPtdHcADffaiKllfTjf/s3DAM7nnZb0nqVCTiwW9l3IQl6OGCGc8yNTSsatrA0ENvm60NbGcry8E00cy2hHw4l4J2+2Hi49n9LvJgHRzL2YEFoleqyN+aEqrqMnER/V4wKPPCvugq791d0NZjOI+Pf6LioA0YQS27IAMoiASxN/vab5X1kesL8u6VNHB8KXsUxk9HzcFH5B1xWo/THuy/qisbexLA5X7Zc0ZkQQ65eNz6jvWItjNNdSPbzZ7dB1R3+AtAsqW0vmwQlM7CPRdNL9PoVWNpiYC3RGd71pr9FkZtJOybtXdmAFUiBTlV0DAQZTCwWxG1i/UviDr90ZVMZ5ziMG6JvHfrH1e1vd5f8h0bPVYJzFYASMXNzeUGSghP1pV/ugNjmb+RxvqYPZVFZO/qKVbHZV1ArR4Jx1t42WAZdwW0w1qskI4hn5fFlCiS5ZuILcGlP4zgjbjExhWbgJuUl1Eeakt5z1BxYXj4w26pGYaipLHKsr/7MP1O+eqQ393Q+lXc3U9P9OgDfzbixo8n7cXErE9RkWGprLP6sEu0c6/2kbRntmgJgoOmDH6AprkUaTp2YImOheBI05E9F4M+zTROGEOyPo6dNc4T3Oqptd6tKnvLwI21rGra150jM439Fkv2QvQuyHoCsy8wqb9km3ErBBnEmIItI+lQdEIvAW7S+cxXEpqXfI6l1y9F3cY5f1f61PoCoOzoaAeXz80OI7nyL6m75+vwk83tUWRt/XZaEBsbikL+/V8hzxJWdNvZ9z2HQkPMPeDGLZ9EYJnjqvdpYmyVq0JEyQ1bh3dwphXzycLYjlbYaB1V8/X/BIsTotNv38TiChsQHqfSyuD3eaUJkpbKgvK3xtipHLVe4O/jdCitN2eBOFKTbPUtQG9lx+I/bCsqdlBCvfVbh0oUceWbQ9l/0jWdaOVI7IX7La1EuDgoX1rTANlFEJMWuNcs8XSIbf+mG62fSVtaf9T85B+ntGH/FIBQjFVdbgnLX1/uakbTKmhMwbDET2ed0VUHv3jaWWG2ezTIbNNjiZGVPzEyMKiobIdCXWSZ/KamOw2mmgcr+sGQKdKrO8YBN1u7lInOVRcoKF7uq7c3QbdEA6kOU77KtvVNoo2dRm998gMk0d7ax4sRv0eTYoLHg0mGm617XrxBqjfHymiQ2EUd/y12n81Hbt2lnc1MauAGOBCeqGKfWmJ4dg9Q78ra7IWsdNKlqMLefVzAVtfD4GRq9sakfUkBNJu8miBJITEg7hsBmv0K+zk9kLP5UoJJBKAa0xB+DII/Zt4SCvqsxAbpNUAhYl7NXHjzIBnCWIFMrANJjUx8Br6XfWNWexjJHKgwN2akF7PHtC3Err1qZwWMd4R1ED+0/YxWRMqRGs6mjg2MV9WwLNBKuuhpvreHamFogy7TTTqi/HcbHX0swtB9dMNQIleqCsMi0nNnDUq67irqs0du7bWSQxWwEjp2OXRHi6ZUOaBYSc053hWHcq6sH5eGbx7h1wNNu8zSqsW9elDyuOlkR6VKokBwC8CXl1P1wEVAkvQHIb4/F7doKqWbtBew7ao2jcm1QmyxZxDRLDXoxsOFUzXuVqF5kwCLYxKXwIbfjSxcP4baT3304HjsnZRRWo0Mm2/+2pbAuqttwQ1aaOy8KkssljYVFOHj7PoUBB6NBLVpPEfs9rivj+qFIcUt5sxWvXlsHfHrq71Wnr/DLpahR5KLCQDTYvc6gpX8NJvkaRgiQLC1oR2u0hKALdkCk0tAADpY75RU/rLLTX1K9sjevz9mJ2iwjqP/3IZw8fV9rNaDVd/wNmMQnc46L+UNaFcTCKCo2mdpeNsGy0c1GC0x9FuIRnRaHFXOwTsGFysaofpM9nPyPrmoFa53zOQlPW/G1HfciQDtsBme2IJWrOpx1Nz9Q4iXaoHcQKZfp5OLxTo+vO6J2/GpDt1DjJ19YNNfPZoRlWtBxNa/Nvj06R9EVzY6LXsxuD0ajbX7XQMOvZdWBceCsCYTR13VQUt5ieK6qDeFvqArHMgbL4ALGMTfNWsPCVRRh2oaWAccLRy0h8ClRmG6v744n837WwPxEv6QPtHmr5k4e2yHi3qBjbnYkirocd7Z58er89mm1K/j0I5HD/dWNOBVzLbWJhJiKEyOVYC9rmFTYP3QpkUgBiwXG0201Tu8UslqFqD75pKyUGjG5bPO6LriG6GTEQijp6fm0PvkfVgmPeuXovLmdVNB/v9ZussxVlvwFBKrrYQQHylrIF21FFozqUCHtSoBvpMBKhkywpxCDTQIQRm4bL6xa9WFBZ4s/1WWV+0lFc/V9fEYpJCjNiu/SA94MAo52dmqxq4b3YVxjhpVM9mKSgRu5kjIWWWIatPI6V+PQ3IK+epNgQVmtUDZeM89Gy+jk49oTUuhskpxnhb8IOyvr1bC1TURUjX2heIokh8csVT3/4PX8VCtkKA4xAqPVFRwTZfSH3lD0QXCoJP5bWzu8NWgpN++MlQDZoTZY1R2K3guWSMMBBSP38yiz291r5gtNqsM3zcsWXb+bQObZ11PyfrbV3vl7UN/mFKn28DrR5b4hsq2rL9bFbxgBcL+lCTAWDeuSjrjba2kJNg7whjv70b4iikKz3kahW8u6RVclaVCT9h4uTDbUuWoEen9ABv79XfS+zuV9O6Qb8pqsEtK22LWZ/087lBs7jQiv297CjsajCmapdzZQ28V5vN5nQ+5hHrqKzj4c2yZjeo31Z4RdpRWjzCEzIY7J4FHGJtQ6FBuRoSk6IGEzaqmh27tlZx9PqyqNFKUbnRVQiiHxXkgZAGrkBUmmNprWLGfRoMjde0gtuDinPJ0Yo8WW3eE9ZZJFbwyYvP30o/Mg1dBvqhHaghDAGyWajr+Skh2CMj1FKBbHdU/fhNPq0aE46SrmqweAnDv4drn5Y1VdM3gt2uAPrYRF3hLRfzOtxdAxSqJ6UFvO0xTWQoaHc8o+eLQpsHnUdkvdT5YyLE4xsrPiPr60M/KOsdQU20jhY0zjAtiUEKMDEyRlEAjV32vpAm1YXZd8q6jmfh8wXtPtHKDZ1vud7ztlf5y45dC+skBitgrtHNbSCh+LkzaX2Ah5MqXHIYLDoPT6ug1x2ee2TNwJU8/3NGg6uepm5wg2D+YKWJWNZqU19/pqIzAXuCym7Ra6vDJVQnvwR6Yx5DcUnQ7H0yp0IzvzGkVeMQEoEpCI4No61JI1RrHgwPJVwvbuhPzuvxn3affuXfPlurPBXMZ1TrKhyz2oy4XcIDMhjA25jS9nvR6O/l8LUXHZPuiG7+Q4CBnXQ1UYjWNNhJBfRZea6sOGCKIC2FC+7Y62tfy/yhrJO+fy3rVlYpwsKu79LgJQUGrCmM5/QFNXEgK1FfUCu2p/P6AdRFqDTV758va2JBUooUuiOkU+3DzABYnE2pCWFKOOpsVf1WHJ1iFlhIj7mUBT36bK6NtleiPoCi8EVHMfqESR4xh2Q9DSHMDaCyXe+/RdbnHE0M6nXwwcKmSroR5aHGy9lBWhy+aSlzMFPg8yZlTbrY2bDSwTaMntD7Yj8r61aBs00x3WfOA+f2ZE6Lee/yaUeB3bSq0WPP2wrJHAJ16jRmCtb5FEbXBZjUarcOlKhjyzYbLc+grdk6E4GApW02G9zs74+pUAxFmcYgEnWw+XVZe3E8YUcpHj24DYqOOsiGqzusD8O3d6AFe85Wys21nhtknQCcYw1aEFkoO0+W1Umd9Ggl5jf6NBFg5S2Dz6OOxLSrTm2gqYkC2SqSOP6gBxswoElXbAxFugvnf9bS7s7x6ldk7cXmW4OIzrU2YvLJO1+BKnbEaLDFij0/L+DTv68ChztmtGOx1aPwA7JdfGbuD2R9Y0qpeyfweR27urYmebesqRXQF1xI3Ib8WnDgZj2NGQDCF2ifzmrFuieoSSU1PO6wtGNRhF/O2XqvRh3MIFjqd87n9VlfF9HEYzik9/IcdAmuIPGhkOYUqsScVeuzrtfPW4KXv4SqLyvs66GjcHOvJkbRjHZUHvOo3w1Yer7WAFpDnYkSWKk4jO5F4M2ODbu3dVuD3y1dSqlJBq1zhf1mOdYEkcRSxBIlR883i0pJFAj7ggvnxwe4aySJjkBQuxfTYLRicbDPo9fGxfBxAhDRIbDvVV10Bonb69g1tU5isAK2La4tv91ebVlSDOSIq1VVDmB6bX1/dFGLVi/jbQYtbIzBEZoTNVD+RTUgXdPX+QzPoaKfbSgcxO/TDfTAnGJXG64mLtzg6USo/suW+lt6tcpLXYGBoDrUQk2H7EroEIQ9usHy+DiMXEZH5X0JHf5u3T//clZhZ7vCmuQcyv+jWU1GXHEKWNPprLa/e+K6IbDbU7La45iZKFTqupnbGEae9SnL0XpbE5OfH1ammvNF3Yw5ANixq2tDRiuN2+IcIF3494YYZ4X0s46n9TnuDmiBg7NWP7BGudhZYHhyRh/8FGYOao4ez9qmKrzPLRpHVlsf1WdrV1wTmf6Q3qszFe2QnMuDkQsdk+GIHu8cgr+gpQWspQTP5vKHZF2OazcwgoJJMMhhNz2e2SmFJh1Axf84dAwIXdpc0/WlJTRgEtCnoVhiCTTZZP0hjXYsqOdrrt6+iNMT00Ssgo4JoUgxj/6e3RagU2Xd966UF4L3Hgyyz2M+IouufRrdJiYGLE72WZrU9gQx3FzRLxjDfM0WVzU7VrO5ZvEc4veadRKDFTBWIiiq5AftnbeiardpW3HZkyXtIa+J6GUj7V3D1dcnwRZxpvm0rInjZtV3S0WxjHQKc0Yf8rf6dYPoQot+HFjbSwUN3OmEpsF/TRo3zkAcy2ngz2FhnE5zrqqVmIyt30dFzo+Gfk/WTARQyDIXgJVa04L9/aUBHSx/alaZLOIh3Ywy2CyoDLzS5kWlKOLVKp8LhivOIBRS2j1KIVEYSSl2tQpmjiA2oKjRzd2GuurphiYKDpK+KAYkKTJUW2Jz79jra1eM3t/n83p9WqmG14X1uV9qsybN8rYE/YQ+x8cyCH5AwuAF5JJ6LnNgvIqjijoAelOqdNcc/b7n5/Xe7/Kr33zPEAc6wVJUBxteVY/fZ2misVzl46+UtChwY1OHwYeCgOo09PgmLfXDFPDaF9bOMTvPlqWJ1Vpbv/98RjvpdQT2ZbBcnS9rYpIJaoGOMMr0MnULPChqBNHRYIki3dBZwKKtidCcreevJ7Bwvy3S4MiT2lZjhCCKYeWmnhsWG1O4t5PISteg++VNj8h6rrE8zYxrbe4SzIRvdOskBitgozkoNoIFZ7elLWqyK/T69SEilna+qg91HIkHmW5GXK1c2R6tYE95lHN4pqRQoDMmI+s+jzqBYkNx8LM2qMnQQt8CBclLJd3QSI0WRkdjzlIHeWRef+8OtEk3R/X8nsmrQz9WV3aHtQE9P/d3/ZasyWbSgJMgJ/QGTD22Jj4fn1fxtCyGbxl4l/3anVnu5v1azbbV4RMaNI52+hBgc2FHr2UQm2MRokuzqEqGgzoYPoV7ZWPoLllHIe63zq9V0YmabkidRODaWtDW4HfcVdy7P79QlbWgJHwxr8HLcUdns24JasGFejBUPB8CU0safjcCbngOHzcb6veeqinb3PV+5b3fZmmS6wPrUBAQzgpmDDj7NVXVH8gxe8ybmumaBraExC4FdaGmyJk8ZsnAHjcDZNeLBZ0Ve1NYOzgl0MWScWxrQteFWe1mXrQ10Kcv4sxFGolAHIxoA44mKgbD35fSuq/QXPgu0n5TMM+LxK2Kgd9dPnQ0WhJddm/ehLG6M+g2fSKt+1IFSe5E5glZ35L8eVlfKgA2Bor009jnrvO/cToG3w/WSQxWwNbGlLbtOks3pBqgRKwsJV19aucAn1gbVgfBwSDaYw2tlPjhgEoYcGXLNYrvY8eACpUvNBQn31N+n6z7URrjhspEacbWoSuWBrvRou7yY1h4CSxuwj8s6z5HNwAPdlAOT5MffRSIgRM5/Q9he+H33ulXmNWjRn973GgFe7y631xLqzfawyG2JRWHS1GjPtx7h10d/i1U9d5jR4TKy6zwdwMecNmjSWRfU4MFamJ07Npa0AXfuqXPZqs4JBMBssR0w4/Sb10q6HNMaBCFDOlnjsxrxfmco92pAUu/fw86qbz3yMZWAtsZh417A/p7v3JFn7VudduLqsbsZGZLislfrphi3dEk+2tZ/bydBWUhOuhoASoS0PNVsLSTPQHSiLhfA3s00hcND9cbOs/F2S9CYNd7dUA24Oo+93hJdRkSS+gy0PI1vV/YgajUtEjC44+m1NettbXg2Hq7cy6QSSWfjYtZpQL2IEn0eDA3ifmPQezxnD9JgXq1/AZSPu5AiTr2XVnF1SYgA906MPMpYDs/Na/qq3tjPyHr3oY6KKAjjB/0p3f7FJ7xRFOHysgcw0oFOxisiG8rKxtExp+RNX+/r6Ib7LOOVie2GcVe1iA1X3EwgIrIfBYbCKFWTxUvyToGdpBjjp6f+bSen4HQr8vaBqRgHMPgXV7doZMtpcrL6JYUm5qkBXwaKIWDurmWKvpbVtociPaMVfTaFSujst6T/LC+H+StXa5W3fIBTQzKVYWpEffcF1ZWojGDQW9L4Qgc0GsCZ03KxnxJVbE7dnWNA6HjZuFZJOVhua5/+9bQj8t6PVhzYqj4s9PKhL+G4IazR+fLT+qxguGK8zLDvj2y7vZryZnBGyGRIVSB3zWkB8zOKBXhqYScCGuFnMrDS1nUo370ep9WgSnsOVzS14tevZ55zK4dLah4YdKrxAFxv/6eumkPs7yEzj4ZyJIpPb5Bd0TWMXQvZ3LqCxno8/rX6rqPsRvLRIBGaucx0JYPtMwYnMzpuflSUe/VJKhh1yeU+XCmokkcB7vTTd3Hni88J2sSnPRYuo9VMffYsWtrncRgBSyHYGYCCo4UIJuogfsdlYcLzgFZT9Y1Oy80NJgixv+co69TQZHWwEzCWFWDwRNGsaTESu5wNFGYBvZxrU+rgDboPicthXPkano+SzUNnrO2ns+eoFY3zhW08mVjeLmMjk2xqt/P6/FMQeE7ThHQJ7SoKf7iKS2cr6Ml3ey6w8rrn0EV62onAjQXgX2pqlWvaEhxrw1szieNwtYulXXehYkAjdCpAoR0bvVoEuxDknyqlJH104W/kPXVntnomNq0o7odfkuf5Wx14f4nFGMgrPMtFUAtRvNakGGSysB1rlrH6xpcPdlQPzgQ1CQ031S/28Ts17H038n6K85HZf2m7qSsCX06M6EFB+rVPOdo4MvB7lHsKzl045ZrF6Dfc8GAWCGlidq8pb6NLEhM0gcjOp/05aKev35Hz//F/MNtj5eJkBcsP9tcpfEuw5fFvRpMB5Ja4FuK1WmpwH8pmykc0bXRRC7l+cVX/u3HvX2DUbjsOTMqa15LGmmpxz0K22s4YBMzei7Zfdkc0qRYSatXn3XoSju2bCsieJv0JWXNgczNXarQSKn6JhzSeGa/rMn1HsSQ3N6ABuLni3o8ThLML6jIezAj0WMrn/Tx9CdkPZRUJ3A9qryk87yrqS3bz+Z12JdV276EDpUNBnWDnKtqAEAGBJ9RpzSaVnl3fv48Bn4Plj9u2hqCS59Pg9dEaKESNRRR1h5yU4e9eu2yPr23rjUmvjuqFft+jwYfA65WEfNQrTaR22R5rvmQrMltTmNVbtTS87O1qffqs0W9duvjWhk7n/5i2+/r2MraDoOBVXTMZlrUeo9BqXemAhaXoN57DgS2loKR9frVrwQQXPXXwTYHNjcfIJb0kwx8r3g0UD6V1UB1awKaIYA49oEJ5q0Nnbeh4FhfWUWlntV6xqJ9itYd2yPrmyBS1QOdh3xD/SLZ5WYBC6Tf7w7o+b4+qDMaAUcr7v6knr9T86q3E/UqZHQzEov1UU1Km4gGH534qqx3JJW2e+o1aqL4fcqW57ExHF7TIslg4k59f8v9ujFGkU7d0y/n9Vg3pPTcMsll96PoKGFHEhBAqnxWQdDSsdVlncRgRUwrWZV6RtYcyDw7r4JnlBuvNLSi3RfXQHo7NtMLVf37UFUd5jdy/03WrJKSS3zIrw6231UH7Un9pKwtMMOwRQ/kzSKu+XuDPyzr8wGtSp8uaSUIhR6zDpCBYFmr2Aeqo7Imv3UBVfC+qEKbEhhCu96rMyT5ujrNR6tKObqxhf98ymggS5adKmBUTWd1CW5VAS0KYPMio9SFmnYIklA/DYIRq4ZulIU1n62tXk0EtiX03h8I/aKs/6nQfkCwY1fX+n0aoPSGqCq+cP1t8MhvD2hgugnQFj+GsQiJXApqRFpkY5TUIVdXPzrR0ALLzpQq2p/Kabfw5qgylN0KxXYKnFHQzEZBaKKk+xCHdStNPX+9dfVjs0toegx6tShwXRwsT4CNz2JW7iSGjb0efb8PGigsWM15dDA96iZl7UGHJhRQ6M949nFZb4zp78nhB5At77c2/I6sT2XU748DarSUEjKtL6KJCosgBX97jZdWeljeC0EklezssmPAQXR2W643KuLa5VW/O1rLyJrMfzVoB612+x5vGHQSg5WwRFirpnu8Cm/IQtgmkNKq2BpHA9kwKi9pA0pL0LTNoYW+NYbN1v+bsv6n3F/KmuwSHExi5amrpg7qlFF84bqmCqoNYLNfF1GH98yMOuQiqsaVqg4jP1bVFupGJALnbK08zdUVrnBzRNkvAkadmheJzg1JPZ9bY3p+0jUNjiemtSp9pLzgdKMBxdh3WbreDg2LRFwd6MG0QmGutnGzO2gT6gS4R1yT2F5XEwMHA5Xj5f2yZpWSKuMl3Ps1VBGpbvu2mgaTT6QUDjCW0SSU8JWOvb72qfk/lvWvRHWe597BBV+3q6J+he39PgzfUvBsFvMlA0G9ttQxQKPTxEGX+XezH9Njjf6MvgG3Dgc6tyZ0O+71A8oU0g+gnky+Tr0V/byDcwqpPARIKP3+UqxEHCAdQcchCMX5iE8D/40RTdKPF3RfDIJ1am1IjydT02f9KKhuOevn9ej7d4d+StZ39+qzH0di+PiUXo/n5/SGSmNfX24iwKJHCQxt19vqq0YxO9cDX7omsnA/rIOI6Bwg/emqwp3fvl4pufFV5gyEDxaJw9XQ7QppjDBW1piFxcPVbK4xxunQlXZsucZh3kNwmD0BxZGvb+r6OFrkd3vfKuuEUYd8ua6JQsVSB16nqFRTgynitv0Y6Jyq6eeV8PlXbMWND7uqy0C2jnUldWBkVQrDC1mYQQiHdCisp6nB9Jit0KH5OtgnwL4xldAqMwdik+C6Z+VoBnzg/zAzKuvbcLzrrB975d9PNLRizfb6JKpAp2vKFrHajdzik1m9t21QDBImR8sCB51E5SqEzZVCPRfAZDONjke+qc9CJxG4utaHxI9MPaMtDbNnMho43Z7UbtslNNeOZPVarw2qY86B559Wgc4BmV5+Ze0vyfozWcWAU3+FFfIKfuxpUD5eKkC5OAr9GtyqZIJZF9VM6cFJZQRLRRTatKQSL8QJK82krOsInh5L62wYue9fqGkH5f0JnUnoAStUEfvCeE4LUhWw61mg/R7z6+/P1bTDNA+0C/ex0xUtGiw1H7WUsXNfx0Bv3qP3LzVens/8qazfnFgI7tMQNKP4HxXG10T02eC9RTa5G2ztbgyGKXCmv23O1vmKXhvQo45dU+skBlfBmCiEfVr1nQWF43RaKzkTCR3mbaBKOmmPynqqrA/tDr9CfcjMQql3F6Wtfr9WWipNDfYMOhyUQ0+AjpSVpaGQOo0SE4G0Op1PIHjrtTVw3xXSxCld1cD/EaM48hjgO0wEztun9XhymjiNxLSytcOjLeTDJd0Q5+2FDWuzjUFtzEOQCYPic6TvvNY2hI6AF4lBt6vnpgFRoZkl1Er9Xq3qhT167dKgTFyP+Z4IWtzNot6rPty7TNQ6icLKWtDW68tCYut80nURfRZAc79oGPeUpYHjTp8WXKhPEvfptS5BJ2BNCBSQSBzuLOsw9DNV9SObQtrx8ABjmUTF2oFycV9Aj2+6ChYjQHn6EFjfF/tnsj60BHSINmG0EztW0lmyHQk9/gf6dd/7u+lRWQ+GdLi4jGi0ic4thUNjQQ0uw37F6FOpedhoAetySU8Y08SilZH1QFghpuqplk4U2JFhS4mzioWgdiQiRn8frZWO9o8u/oG8RgX4XleTxmMZTQqvT+mx7vPovT1d178P1UCtG9KYI5vXeyFXf2OxEr1x+hvfnXUSg6tg27reL2sHgf3pvFaNKai1PqrBTK6GFnhNN9MDIVSm0HMmvnB9WQPnMY86pAToMLosXfvK2ibMQwGU67GS3nYptOQnQTfKjgJZiSYDGVl7Kno8J13tELwn/F5ZHwHr0bqwVvI2WHtkTQXUEFrmXlStu5paiWo6C04xjUFp3BqLGI0atfZVvNVmmx1NopJeTRQyDS3LjQc0MYgDp9sE3IE6CUN+TeqIIy/i2Yl4oT7a0GepkwhcXSPRAlXf3ZYAY30UwoLo7s9W1E+trWmBAQjGRQWKOgJ9BopMFFiVbUCvJgihxj5Xk9oiMhtCnTibxUSCfqgvtNTregI8ZV0vlRSTdWfcVpz5npQ+W2viug/8XlSf7adn9e9HC/r3HLbuRX3qA553yPrLBWVdSttaoCsC+jNT06IAbcRoAWwGbHsXltkxCPo1OCbjHDVaGDdcB6afqfBxWa9pucH/Xa9CgyYgNMx7aQMGr4t6KRapfMcxaH+krvoxu13tmmehnNwDyvaOXVvrJAYrYMQKphzN7KOuBp5xVL4G4LCnyuoQelDaqjnqwG9zdDj5axWFn4y4WpmpQKl4rKRkYWmPQp1YqaFTqUKnYV1IN8QDaW2J9gY0mENxwYCkyYwEdQOaMcrmsQFV5LeHQNOX1+rE0Ywy1axN/oqsg7aebwodcShxHF70FDocrTbW0Cpdl0+hMRVHNy92n661UVdgvqJJ2P7GIVnfEVFcrx8DdazqcTCcHYMBDEDWEYxRdZxJ5rM4Pg44kpZvtXVovtes6mjAcMlV7LK3uuAr6QeppEua5U2gtt0chYaFVxMD4ognKnqvziMR+IuZg7LeZQDJdBVymbbULyRLSiF576B+fsyrfpWJSxPHO1rS83M2p793DvCOMnDiy02Kn2wotOaexn2y3hhBZxgCbh4bSTqy+joOJ6j1skWws6UoN+tgxknbGVn7XP2CK5hhcHB+lquB4gA6xOHofkB6Kf7XRN36Or/OILTuo0yaUwH9D0xCqfVTstQvzjeVnnTEo/fu3uCIHiuu3aSl7w86Sriyqs3t0JV27LuwwYQqHw95krImRr3Xo+wWT5c00L05pINBFNqJAJNPPB+tBodYMVqVpsMiTVuGVW4YE4EwKj2DYDn6wqRuSN22vj/u09t0vKbB9Jv92gFgwFDF+WrAoZN67aSlG8C6hgbrOVSW9hcVIrDLox2YANq0rYlhwKP3SggwrTKu1XxQA+9rrWvggShP09Gki4xO7MHmce+lQH9KkSXSl/pCOthtA0f83y7/v7L+2QHFge+1NUn+eu0zsq43UFrr2IraPksZ2wZC+jycLy0kDs2M+pFzUHA/11QRp66m6rucguhTEJBHYtj3T6rfu6VXX9/oaAHl6xVVxt0QVjpJClTNoBt4cF79zA0pvbfL6FhMQTiSSXASweAldGOmssoYtpQRCkOq4lHMeFwpg7UIweLjWQXjbALkdqyg538IHZGUH51cBNqNpj7LPY7OkoVd/T1jnlFZX04ri5FFAbNlKkU3MUMQROI6X9Pvz4DBLuJTKBrty5mFvSKIYqQXBROaDwQcroWZBBRwboAgGmMSzs/E6toNSXnAFLCKraN83LHvyqYhPHIupoHibp86LEJThqAKOAWqsSkMCl0PvmYXlzVV1sQiCwrJQlO58AfDe2Q93tTA/XBZMfq3BhUqdQEDnVt9mvjE4cADNXWwWThYT0N/X7GqNHVZr/79xYJuMKx2jJcVa0ymm02OVn66A+DHhk99T1L//rl5/f3TmAEptygtzwLm1GcrZWAIm1XQp5oVEE6+6uZDcNAb1OBgBJWgoYBey3RNE4kgOgTsvlmAsR1O/5Wst3T/tqz/GRIB2mxD750mxP2utU7E95tFAe1ipbNiLdzwn5r/c3mtH8/xXojdrYnoc5yHFPDJnH734Xm9N27t1eCFge2krX6JpA6TPk1yB32K086CRef5ggayXluDqSQgmFnA5C5A2HFLXJ/VvoAmXbGIJjZLseq4ELHKAmX/uZzuGzd7NAmncXh2e5/SgdbQDTyT1+vFYfDNYQ1Wj6Y1UYsB2kUF+7NppREPYP4pCP0gCoNSHZjGWb5qXbvDPq/6ynxZ4TmXkpo4bXC1CLPdsxBH9KENTxagB7EnXilo94vGpGvS1sHsLa7uY7xXB8p6L1vE6XXsmlonMVgB4xDURlBQhlBBJw46gJmAjXENhvrq6jAOp7U0Q4z8sKvHc8JV7GUFVdimRyvoW20d0toZ0g33uKtMMylbE5GuoMJNwrjrtkTVQZ/DhjjmKJYzGtTzedmjDnOwqYnVmKMdBl6fqK0ONoBqSgV90AyG/Mp4fRRY1rWoJAZacPERS3/7rKUOtg7Bswy6E6vN8g0NjmzcO7Q6ujekTCRTB9fkhp9vaLASwrMyWdXX+9G9ihm9tzrQoatro1CD7W7EXuUvjYmjk1puqJ/oCmrgy+CkGxj1br/eWx6oLif9GkxRV4CdzK6YBv75stIsH0c3bGNKOxrvjd8oax5vuqrH8ywKIluBYSezTBZ0n8ul1/Shou8zoDc1uo+cgUgWBeFGUrqvcDYuEdCNg533CQwPMxGgYFjF1e9PQRBnV1JZkUar2lGpNrQAtFxWoiYY5ywgC8rQ06HqfAyJ4pmmBvd97kJiFMU8DWFnu8qatA1TfM/WJCddUyhQr4MOALpTecwoUN8mZWmMsNqN9973mnUSgxWw7R5t8ZG6i5zAKWAlu/yEuujrJRBql5oaXJJvO2rr9+/GDMKYXx1Q0Wilh6xCTiMpa8vSSsUWj24Y3JBZBXyopA711hgGTh112KGisomMujp0ddx5TNbbbFUAZVs06Ggl8JCtG/w+yMdjFntR5fB2r/49ZzBO1xac4oylcIJCQyvUXgx1OahKXWurQc1zvV+DoQGfBguL5mMAnQo6WoVbagAy7er5u79bk7AhcL9/blwfJh+uDVmUOrayxmBtZ1B9Ry/gIhPFhetztKr33k3+H5R1T1C3txoc6amsrnen9F57elbnHT66FQJTgBrt8yqm3kEgdzKqBZkuSxObnR4taERRQDqX03uZUKFhW2fViNEn6xL90q6UBsInIMC2KJDFs7nWgfAlCiyPFv5M1r2ADeZrug9V4UdtfN9TFS2S3OjTKvWNqZ+W9VKaL4SY7vLp9dkDMcZTVQ1uB8JJWZ8xGjyfSH9S1vRlPJ+7E1r0YOc77+hescXcLOtW0o3jWf2uba4OUr9olMmQejqcPynXdb0prrNfkCoyc5hh2IOOA6FGHbu21kkMVsDIJFOHEAyHU33AaXPorYH1sXl9/74evYyEutShEPrp3EOyzqPlHcNAaQUtz1OWQqUiRlmAJmqaqNzg1arfYEgrOx8CtOpjU6BbdTXYq1v6+7c5Wu3oQot8oq4bfM7S68Nh8H22bkhUMI019fe2CskYs1h4iD7P29KhOFUGNKamv30orFVDDuMSc3+1bVdQg6HrQxrYbYzpyciAle6hymdlXQeMjJvnhtS7Zb3D1eBiHroFO+O6/tCIJiqPaoPDXM4q00rHVtYCPn2Wru8CY1pYn/WJyIKvO13TCnOvR/0O/eC5nH7WjiRw1LjXPrBO/ULYq90mJgYxDxTmqwpFyWMeKO3VKux1cR3Mn0dHYBdmDJ6bVT9K9rrjWfVzh8sKValZ+jBWoUvAzmqmqH6Q80WPF/5S1ndB4O22qP6+NNRvg0ENLmcAma3W9Pq9JaawRRacdqEKPZvS4dy1Pt2X6MfXhkEXi/ml4qTeu71IRC8XX73bZYwxNoo+nDFwCDWCbgEtZ+v19ZqFz7dB9Rry6m+9vqkFnSlXP2uL0WLiEyDN+HxRB71/2FY/zT1xrqrXsjuAlsaqNmvRvfC9Zp3EYAWM8I8C6BS68BCcx4a1Fn2/AGjm1kX1snEQJgisJQcy7w0ordvDlrJJEFqTQgv3HqPc+0eQWASs9sdH2ryYV9fvgBQ8Hf75vLZwPVD4fLapLXovBptiLnQOQFvngLKyz6MOfrKi1ze4xOBUHtf/6fpCYpV1tFviR3ATcZNtP/taWx3BRT/mZYj7LQJ+sd6v99KMq1W2NSHdkIabWsXrBjXJDbpXm6BHz/2z0/psDWrsZ34w+RuyPmUpk8x4+XlZd6BGr80Sfg0+/bhfegP6rEU8C8Hw3SmFL1zEcCp5/EfgV1+Y00CYGPzbutuTOOQaGlxNOBrobsdwaNmvSW/UUb+SxOxVAp3WmFfv5fdqPcUczuh6WxydZJA6HMto4vAE2OuWgsawaLHX054h7Jv1r8u6z2jBZzT9NVm/c1gr4Jvj7dngJjCLx2DUg3CH3cuRiN57a8Pq28pgUdoQ0/uJnf9jBeoUqHF+ahGUC75xCFV+at5ULE0cBpoLN0i/VwfZea9Nl/XccRB7wlYY3LrE3bJ+d0SPlX71YkHPbR7zKet9b6xObQdK1LFl2wDYDiZqEF0Ca08/oEZl8FkTD7gnBZo0bBj8+62YUXgxo07hbUYrKQ9V1YFnaurwaRdqir3cEnpA1vm6Hg+hUcT2pvzqYb8+p2XdoFGvszGo8JPdPnVSEyV18EkkOtMI9H2gJyUrkgcbErUINsXBboIhx1u9C9Cruq2VmmcdDTwZPBBXPZ/PmGtpFxt6vH82e1LWs6BXvSn6I7Le5NFnpQ6oVBTQooRHNxDCQz43ru+/f40mbfu69Vp9+qKun3P//+y9d5hd53Xe++3Te5veB70QRCNIsHeqU9WSLNuSXOJ2bSeOu53kxje2E6dcO75xYluOi1xkWbKsRlWKTewECAJE7wNMr6f3su8fpDTn/U04YwgYEoTPeh494sI5c84+e3/f+lZ517uUeWRtQ52f87Xls3YtuTRxgNnly2PqMGSq6tCUmph4+Ox3JXTfdvvULl4oqN27tweN84BwBmBXCwgEOG+l09K1+kxd59NstzRQGHEonWV/RSGZ7EXjhPVkRa+HPQSDGCQZQEImU1E7Ou5QhrRyQM+tc0klnVjTUOjOjg69nmxV7eaJJJqbbe05YHPv0wVNEoRA5cy5DzNo+iCULGr083Owy0xAZav6e5ig64PzOwYWJiIHlsryzEA1JBiLgBqlatpbRwY3X1OPxDBonilDCHLWh9nPoc9u//zy/S0dOd0LHpypAUvP+Nq1zv/5JpNWYLAKwknBayPLY10pETczRfo6DTz5rceKuunQk2U2RfXz/3BKsa8hp2biRmDAIw01Mvd43yN6FDX8Nq9eb8ytBtzt0BOtH93Ju0pawTiR05K218lASFSzPaZG73xe3z8DZp92n76/jvRAwIkDsKa/5wTwMlFMms6UF9+fA73neqPVkjqG2kRdCAzMYfNGSsilh+0asBBtCmrWL2jUsWc1ixI3GhhdbCglpQc9Cj82pCUDL9bW4bQ+u7f06WFbG1PnyA2c9rqQ9rcQN9ySS5MiGM/6ghrInQQ2Oltd3A9uhz6bNSF9tscy+jozyAk0E+9b0PcPA5qzNojBkZb+fcit338vWJGSNdgFo3atExlsErVMgw2TA88ohxbUduxu088HksrcZGvD6UhRK7MjjuWzupzEvD7EDL46ly/Nqy17CbCxI8m/Ff3esA7pCuJcTIL+0wPigRiSDAy8NoXVkY969HkdSenB8vCEPpAiiBGmrOWJIgjFcjq03yaKyvZWv76+E1Pkq37tselrgkZFgdRhtWX/gv72m9v02hIedA8b3adtOT0HehE05fB9Z9K6NlNs1LuKpUVX2pLvSdJV3UQXcxgABhabjdi1DTiigE2bOWSKJjHhsx8TPNeF9HpeTmvgstuhWdHnwP99vqpwitvdOjeAji+hUyfSesQNwvGfLCGzg0zdhoj+/eeymtUdL+kBM1DVzFsDB8DLSTXoYTRX56pqtEZBIzfsiYnOgXQ0ck9XNJNzq3eRqScKGBRZc9JGg6DpovYgvNFSwUCqGkxm3dK1SBy4G97aTFUP0w5Lg9SKQw/rXQFU58Dlfmhev/8d/WCYquraCjj1eWTrdAbfXCXvq11IP0sGsO1xVu8Wn+8vn/0beW1vx0dFB0LTBJCgLWNA2E2oJg0GNGPLDPjnZhXKscevsKgMJ3JBiPvm+/1gqVjAfJohZIz8SJCsRaDEQOJiTj8vj7V+0XFGdBIfcHrtOOYURN16P6+P6ufXMd/lRFKD+v+4SQOBTWH9+zQy+n8+pxWam6va/3TK0gTYLocG+SVAheyK7vU0eko6wXp1pKRBbhasQpRKVaFnrJ6ds5UydG1dK/ucZ/Ri45DovQuLFZYP9gFjicb4bq8+C1bDOEwvDRTAwZSuhYbRSt8gYFqkaH82pYxiLXljpRUYrIKMgGmmVFLnxY3D8FxWN1kABwJLxGQ1KqGkGu3WN2yIqEHfm9AD4WxWs7LZeTVou91qYHsDahCJK+e4dWJlfcjivn/d8ljWI9OaKbl3VjNxdCZw3pl5EPnE3JoN8eFAXY9AZKut38/5bgH0SLAJLVxUKFamCfx8vI4eAwyWidua5braxA2KPwcOEIdNTP/y/Sf3mbeJfqqmazHWiIk+ktfF9vZe9BxE9dnMVfTZtnn0Yfajf+dIShfPtH1108W+2cQDStBnquq8HZ/RBtIf7F7Mkv7VdcraMltmZW9556VUV+elHXaKkEyu1d/eoBl/B4YRPjGrzpYjq3ZzyK3nQodP1yYHMzpgVzCfzDhRwQgiwZLAWt/TrnvzBKppmaJCdxTYY8zpmiZoRvPvE30bTFePHwO90Kw9llMSCVYgun3691FAPD8Se7/on889KvpUShNeR83N+Hy1ZWRxmgOUywl2u4SJie52Lt9jwECAgzap85wLooF4c3krXl/8fA6/YxV8HeDGI3l9/SCqaewd86FfYnuME+hVni8AXhvTxutnNRd31cm1jnxqBQarIG0NPTAILSLbggcl8f4gStoBNeg8AGZRQfjWpL5/C6BMLjjmgNqabp/CWZ5Y+P9E3x7RTE4HoEIg81jCv3yhoAaxMKZlyF8/r5mP3xzSA/R0XZ3FeyJaUh0MLL9ry3VmQ/T1sxk4GNgl5Gi+iMaqviD4t+Fw+Juy0q6yVjteqGl1od9oUDIQ0P6Jk6/z5GNS6i2UtJrU71GmkBAcv/GCHnYJ9HvkAcsqG63u5Jwp0d8b1bV6DrBeUvcOBJi11DeskOQ1AUds+Te05JJkPPWE6HtjPyn6iaq+fiL9ge/+N4ehMYu5L5US/c52zZpeF9G1wJ6CF5O6djeEtFrV5ifJhNq1DBi4CDkMIkERdasdAQzbJPF5bLZlQomN3Dw3yNrkQ2WVDauUFJpln3FrhWFPWXsQAk49lxYq+vxSqLSfz2tgdTanUJ7NEb2fdOSHbQ00Js3TorsAY7wI20EKzZGCBpZlzGlgdXQlcbl0PXpwv3vQzE1b2RvQ593h0/XaXCEaDrJSqr/9NKhwOUNiOKzfNVVEo3ZQg94o4MIxt96re7v1WjlVvCVvrLQCg1WQ5gFWxhgzgJJuBE1fGUBPnprRLKi/R+EXZPHJYJNvQCAwWUSG36cHGgf3VG39/juiPyf647kR/Tz/sOhB1/KOebYB9g0YkU9tU6zrXFlfvwNzDrZEl2++HkPTYS8Ch/89p5mkjydu0+vD/RlBILARPRvjyIZwMFEzvOUkWIk2osmrjsN8vq4Uhytlna60LJ3+GRO9bqmBj7uA08baJL91qaHP2ovJytG64m7/dOYfRP+v6zRr2O8ns4iuhZdTen2s/vT7da8+k9Jm6istK81tuNYkEVbnbRDO0n1tHxS9OVP3xVGQOoR0rVwXjolOuzmPhEqnT/fOjqgmcPKAmriQMU4DajQO0gMO86PzNY5KaxC4cLLeVGFHJ/PMKCMhhEo1K6sZ0DjN13BBFFvfP9fQmsJIXu14qqKOPnsgTlrajL3XqUH/uqBecKmxfIKnggoOJ9z7HHp/mEXnnIgtEXXc08D4PlFVEg7uZYoXU+xpu/2g0R7HmPuEV9c7gAOmuU0ghKCXjesvF7R3axtop8kmx19mYS2X66rbyNAU66y+vLnoP6/xgkErMFgNibnUEyS+roKhPbPA2Pc2MA0XUBhuIhrELNgW/q/TOrfgD9Y9IDpZjbabnaLXcAB6URFhRp3CLb81rD+IcxsKNRpswFPwgcSJ74pplnkAUKdn5vWAihmFK5D2cAiBXbdf7+8CSsz9CDzYV9Xb1DUXqw3JayfzWkMNoVm3zaXl/Tlb+aRXWzoC2ly8C/zWHBJEnDSQOiaFh9nh0WfzYvEF0b1OzRr+eOf3id6LoJd0pQsV9bb2JPT9j06Dm72izd1Bj/Y8FK5wxeZaDwQodJ5O1pX62JlR3H6+trg32zGvhJDKMJyRwYB6N0czuhZ6/bo4SwgiBwJqV7wgfSBEckdC1/Kzc5qSJpsZEzpjcPSfndd+o26POqpbYyR9WB7OMQKCrRTmBLBfiEkIVoJTBa0enkPCpzvAyrU+n7miwvSen9XA4pFpDbRIi51ABWbGGhG9HQPQmIRIAWZIlqL1eD7ns3o962xlmNtf+5JZTsoYErYmfLfo/ZYGyRfq6ryfTuv10LdOeBfvx9+c12tlEE1GLc4ZcOLZz5T09Qd69XUGInNlN3S92Hb/8kHU1SS2aUGJWvI9yJImrrzeZrJB0OAHsAnXhfWAIYsOMx2zRT1w3h9W3Dbmo5lURTfp45XPib7Rfafowy6Ft7iR1Y66l89O/NCxr4h+A9g7fghDqBDnmGnQLM2AraPDow4DmwzHceDWDSEF+n6ySF3IIVDCCZJDBYdQokJT08jzRaWc8wA/MOXQisLphc+bN1LKaDaesBZUNwov+CG/UjSSCaaGBsxT2eUHnPVZiqNlxeFQWp/9PZ26t4aDunb2J7W/JlOBcwlmkLOZ5Q/7llyaZEsaCBypKxzFG/6I6N1W7Lv/PV7SjHYfMOJxr66tpRPn9VmTBGGqyH4UwN5yqh9I6do7llS78mJdaaDf4VESh3NZQmP0+7dHlu83YgKF0CNmfUcLutc4qXnGqdz1K1UjQz6FfI5XldXom/M6L2eNRzH+nR5NOoRBBBCGu3KwpmslXdW9Omjr5xHqsykKrn6cK90c3wtZg3P50yltfs4VtbpLqWFqfMHWQOGEPSJ63cH10SV6BLMJYk3QtJ/eQCY9/a3PgFThQEabgYO1mOhPVnWg2Z7Ke0Uv1fUc+9NprbTe6FLIKYPElryx0goMVkGCYLnpwPyrPp9u8I8MauZnPxr0yVZBOlAeeDvA581A4uCCHgBe2L8+j5b3q0ZPGAY+p7NoiqurvhXNz5/froHAVEmN0tOz7LnQ64sDmkPH+zlwLJO+tB89ABeLeqDNl9RoVht6g+bK+nuWcDSDzjSJ7Mh8ZfHvYxhgNu7QcnzU1upMyK8Vg5UOnystTmTp2ow6Kw6jhzFGOizJwhHHm3SkRK+DArAdU7Y59OjWNj1sSYX72ExMdJylpoKhTO0IDBxOdT7rONxbcmmyMajVywciw6JHkUSZbPJljyOIJJsYe7emwd62ZCI51ma3X9cCk4ScSE+SA66lNmSsZyv6Bzvi6qgygUSefAorDBuxN8DabO7o1O8bRcNpMq8JIAqnsPP37csqle+tgR8Q3cb9eSn9F6Jf3/broneionObW2GXFxDoZDHhftrS6l4P4DLbY3q/yGo1i+c7h3Oi06XXA6ZlM589KLptY2aL0QbczY5h0U83NFDLw7mnvq3pgTM5diCpe4GN7lsCGAIKOG/QpZXTr8xoNWN3SO8tk29r0ex8YB5OytUsdmvAWUu+B9kaR8Y/WH6Nd/6fhRnnODx3MgKQzzkELK0T0fj5aWI1VU8bnVtwo+MW0SPInC2U1MAPonmaRUIXrp8cybfgPKoAS8oSP6FUD/bq/fYCTnI0gwMY0K90XQOhHhe6qSFxjz7vPvx+lh2zqcXnWaurMe9rrNHPButPyafQneOvc2CQB8XeXoy43BRWb2ZTJCU6YWIvpzQoXuPQLJjTc7f+PQ7TfE2/f7SgUfiNHZpVvqtDoVoHkho1ni/r9Tqwer1uPbwLrcDgsiQCbvm1YRAZ+NU2xJqGHxZrGP4HUDiTkDFUMslGxox7CThoQh45CZd0oZvh2SfATsbAgdS9vF5PGOxumGdTg/PHRvsgmn9P5jAzIqfVwJcLXzTLiYW9UcPe3BlUlqJn8p8SvWGrneUkYNrhUl6v/8Z2tdu3IgM3kteM0pcRua2UpOY5RVKLDCrhd9maBZ8sqC3/ojkoOvu1pqpKPNHn1F66ilMDHz8SUIOAvDbDKDnr6MFevbcT6EM8C5QDZ/vES+oTcCbEXZ3qU7zFsVl0B4a33dmha/2hZ01L3kBpBQarIDTYbK6lo0sDdWOHHihsSmOJmAcaM19Hk+QQZpOcbso1DZ0D0B/U63ksp01iH+tULCgHsA1HtKQcC6mBOzurWWAfDN7Fgl4vx6vvShBbTNq35TNBnEPwbO5J0fd6lD96bVgDC07ArC6BHqk+1DQ4qaOmmZlPJ/Xw3OF5h35WWRvcXm8JujVqY6P5UFCfLXGvp7J6s9aA+CRdBpc4KPpqGPjGxvktUV1rQTDHVODMsWFvd0Qd/yMZDSRKFZ3C3ZLLk6fTfyj6jTFlPKs11Pb0NQUKgU59luwv6fLrWryY17WHQuQSuzlTJuuRft9nL+ji2d2ueqFGz1NfL4KHmpDQ4+nlIYms9D6L0vDH1ur1V3HQTBURGHFvBdSxnUnPiL4+fL/o1znWic7K8nWhd4oeaujmP1j9uuicLzONqeMBJHQ6vPp9TEhNzupUdo9DHW/OXdgVJzc/aMWdGpi+hCw8f7/TyRWnEnXr9awL6HodbKhzva+kMNQLSf38qcKiLdsS06Cpz6+/9WJBr51rN+xePgjdBnrSPuy9PBJCuRq/b3nY1tUm13on2KoFBpZl+Ywx3zbGeF/9nn+wbfvfW5a1xhjzaWNMmzHmRWPMR23brliW5TXG/JUx5gZjzLwx5sO2/QrIzrKsXzfG/Jgxpm6M+Ze2bX9jta77SggdTwobIo9nddOeV9/GAGpqnkprRv86n5b1nKAWWymD/UxB6T+HHAqtIZ3p3ZiQWYKRuL8tJXoYzpkPmax2NPXRkSff9ctFdc7e5VfnOuYFGwgCseuj+vphcDR/NK6Db/oD+rxiOKBPpFEBAZ3pOdDcdboXb2gC3OTvDCk3Ow+3OecbS1c6mVLKv/9cVwz/x4rvFb0bMDr2ixDGSwav9ro2hvcjCJtA0Hwmq86GB3vtQk4Pz06vHpDPlTF4p/Bp0Tnk6UoLs4jlytRrvPPakLui/1L0IiI1EgusbSJyYEKkDYFBCgOqjmXUjryrT/tjGDSWQAIRcWmC5219+vm/PabsZj/Wruxm3QFCGNkor9fHifFBJysM+votnbrZwi79/MGw2iFObt6/AIaupn6O/5OssZU44W2YIl5q6PUcS6nj+0hBceddTu0fKqGa2g7H+psYmLMJzAbdPrXzH4pqIAMkkJlFILi3T+9XrFsDrzU5xfwOjWi18+WUPu/eiPZUFGr69z0NDazWhPTvmWR5CT0xa9x6DoabKmjs7Vof0nvXD0PcHQQzIpJt51Ix0Z+dVyehH8lHJj8/iUL37V3AzV3FcjU2H1uW9ZvGmB83xnwH0/Ubtm1/9dXXLtl/Xs2KQdkYc69t2znLstzGmKcsy/qaMeYXjDG/b9v2py3L+uNXL/iPXv3/pG3b6y3L+n5jzH82xnzYsqytxpjvN8ZcZ4zpNcZ8y7KsjbYNrrSrSC5k9dJmUVIOwMD7HMwo6y5ij8CHe9R5oIHbAceXtG5/cEYjj71BNfCFGg8g/fw9bfp6pkr3VcXCAeTGXIaB4ZToE0fUuWNJ12vrgZxHtqECqNHTczHR2zHo51ZkHlnx4YHMbAfnThTg3GwI6u9Z1wQJ4FTrr+b3ib7d7BLdiS3rBEtPHY76asutLh1+F0La9UxWfyBnQAxiLdTQzwG6a7MmoGs7hiFH7cgacu2ti+r9eXleq1Vny9oAWKlqlrQlqysWvB8OufI1wWF2xNQwtvnZc6AZ5zAw9nU0vjMjvACoCOlJyQX/gcitoi8dOKbf3w26yQUMaMO8MzO1JEjSvcNAibhyJ/ptInD2Noc1A36CfKaQGCCUpAZmxWbQr459ZVwz4Gfy6oj7MMDLjZ6RAiCwY0WyTOnvQ9y0pLK9Noip83l9PsURPcfdqDBUYLuCqHznEOSXqlqNHA9oJd7n1OplHOfWDq8ydqUrej8Gg02QVTiyXCtLdPgMAdjdtqLeq6BL71UKe88PGFtz1dwYY+Luaz0H/7rI79u2/d+a/+F79Z9XLTCwbds25rsz092v/s82xtxrjPlOF9InjTG/aV4JDN7z6n8bY8w/GGP+0HrllHiPMebT9iudOuctyzpjjLnJGHPVotCeqx0U/a7qbtGJkX9+Tnftt8tKQdmPTMLbu2Oi07liw2UB3/eWTnWGxtB0xsYaDn45nwM9aJwldHDVAz4Simomy+VD01y7ZvIWKpqJCYBBoQqjFkbF4MFBrYicWtDf/+KCGvDzYAfZECVNnwohCGy4JWHrfNPlfSF9RF7rtIdFd8BRmqgcEr3RWIFrfJWl0NDDt9LQZ9PuQ1YXjeMUHmCE0aUqy2eWAoAfhNyqB+EMdWCtcALnnFNx0qvNClWtzq/8pjexsGE1humweTQMvZxSW+NzLi6gm5EBpzPDAD4GRy6DtcQsYCeCTGboe336eRdygJLAr3ZxL5d1cdvgrefcgQiW/oGk/l7SYjNLmynr5stUlxgqkR5bm4lHjbIKzVd071xAfw8rtwxEtiFh5gc0h829HvRwXKwrlGYkr8QHBTDjsFmcNN39WE8M7L46pucQE0wTaG7/4sJvmeUkHNDKux+UobSFcazfO7v09zykBHYCs9yT0CAkgSp9CWf2Z0YUhfAg9lYeMzvYyF+o6fvPgMFrEKgqBiZXu1xlBYPl5Hvyn1e1x8CyLKd5BS603hjzP40xZ40xKdv+LtXImDHmO2FvnzFm1BhjbNuuWZaVNq/AjfqMMc3A6ua/uSqlyx4U/VxOFz3ZMiwg1m5za5aYEymfmyEnsRrAOzuXH/h1IqUGhqPWZ+pqIJ+rad3vg7EbRJ8H3eksDqCpkh4YDiVXMN3tmsUtYyImaQQT4CefAK3gi7NaUj0No1RFJq0Aq8amwREEClGAezn+vYLPn1QbLJnL2zzakJgEl7gXa6XLq+/PoPnYtpfP8l2ukHd+yqFB18MpdfR8DdUf7FbHm1S27Mc4n1fnaW+7Vl8iwL6mgAM/kdb3E8p0IqO/52BKq2lnMl82r6es9oC6N1pcYHUab2gS4BymwidKGsS3eWPf/e+FijKfENJHGmH2syQxaBJslUvgF5wk/CIgiBfzGByJmRmkk4w4kOBAZBKCnWPgksaAlBfQKzYPO3wAA8VIBzpX07X/QvpPzHJy2OiMkfUppSbu8Krdj8CxJTTmmaxS1+4NKYywC9VDK6sVh3MZtX1Hkqrn0Rx9T2dMP3BGbRNz2JxH8xWcY4erI6InwjrXYCGrM1HyJfXkz1aU2ediSAMdVkeTqCAdaOwXfTizCDt9dFIX/6347dMlsBYtqN31YeI74cNkl2M1axjJSjY3MwHWku9JftayrI8ZY/YbY37Rtu2k+R7951UNDF4tV+y0LCtmjPm8MWbz8n/xvYtlWT9hjPmJ1fr8S5ELRg3Al1P6HBINjcZHHcr93tfQTEK8snzT0jwG5bBJjk1VZBjgQK+cQw8Isk+QfpWZs5W+fxxNgCGvGuxcWR1zQq3OI6vqTmlDLDN3t3QsD30ih7KFfAADgSfy+rwCTmWjIEODjRLMkeTi73XD0Z5spERvbyhUaL6hgcBqY94pnCtQMAq96cDannUoFMfjWP7wJcNU1ejhTgx6ByoQBTDJ5OvMEurfk0nmcONx0Vc70PrnLqeq3xadM1O63Gr7mp/W6Yw+SzrW+4qjom+ODIjOtcCZGlyLE0W1A8wo17E3CEujHT9onhd9sK4Y+/ycOnNdPjW8/L1zVQ2q7g3q9W4K62Y5nNbf+/XpS5vRUQRG/nhGE0o3JtTO8/6OoRr4YurPRH9L4v8WnQPbOD330QUNMiO23u9eDIRjoMVAj4HKFvT/JFExmbV1rgIDgZWkVkuJ/um0zr3o9b9F9BCSIvf7bxS9mer3wT69Vo9Ds1XPL2i1huxvowWNyipIJm4B1esc+jW+PKbff3snKM7fZGZ2lXoM2i3Lao7uPmHb9ie+o1iW9S1jTPfSPzP/xryCuvkt80ox47eMMf+vMeZHv9cLeV1YiWzbTlmW9Zgx5hZjTMyyLNerVYN+Y8x34u5xY8yAMWbMeoW3LGpeaUL+zr9/R5r/pvk7PmGM+YQxxlgEFr/OEkHz7r1BdRzjaF6dKOwVnVzvMeCyWZL+9rwaxFIjJvoa0IHeqb6beQhlwUZZS6bP1TH91blT9D6/Hkg2oDOENp0BtKi7qAdeGVhNNmt7bQ0cmGwYRI+GF9+/gApHL/jKO7xqpTjx8y6jz3NTBD0U+L5v5/X7djZNRJ0uwtEuqIEmQ1Oj/sZmlNvCO0XvtpW5ZENQA5k9Hi2PrwmiBwBB2GyJcAc6F3o9rAAEgRtmYMBnT7aNbQ51TL9tvSz6P7fJxFdaXA7d67e4HxR9CZNMVZ3NSHFxPS1l6VH9J9s1EMigJ2BLRO2WE8MFyTKzJqTPPoDvuyGhfz9ZVGfq+Vld+3uN9iTQjk3WtJK6zQ8cNxrlN8PxnUIW+FRa7RphfZu9yr62fwUq5GRO6TWdMR2kycZxCs8xt0srvUVkoUkfO1PU1xkIMOlSbtDOU9frK9b1HGcCaRbsgI0VuGpYbfV5tOLFKepBJFHm8X09OLeuj7/2nI6gC4xNcJHo6K7zq92eLOjfh93Lsxj96aROsf6NIYWlTSOfVai+eSoGtlnq41whmbNte89rvWjb9v2v9VqzWJb1p8aYh15V/0n+M2U1WYk6jDHVV4MCvzHmAfNKQ/FjxpjvM68wE33cGPMdsuQvvao/++rrj9q2bVuW9SVjzKcsy/o980rzxAZjUMO8yiRRV897GCVsTgpmgyUx68wMAdliulwYkKZU86YHFYKQa/kKwqPlF0V/Z0AbTBm4UMJutWDtYU0NdQW1aeEwGkAfmdYDlvevx63/sCOhBveGuH7fhbw6Izl4kwU4GB2oYNzRrr/n7y6oszpZwkA2UMHdrPbf5Jq82wUMPws4dEty+mnMpY3iC+bSslKXK2/1K33qnnZmUZf/e86sYGBAZpYIyud8dmxO7ScDFpremPkaK6KZ24Au9XUOBBiEXmvQIodDf9+EpQxjnKFyr0+TJjuaTAVxzX89oRneuzu1kvj2Qc1wFwD1IbMKn7wfQefd3ZqQSSKoPQIYGx1/OsYHGsdEv96pUJI/nlaGrH8/pAxm7GnwotL63gHVT4H9LpW/tEZ7QmUccJb2z+kdTKCbmnStbw//uOjc6wfm0YsWpW3Q+89BoEyw9aFZmnICLFZJVOZpq3Ng91sJSuQBy1INVNDbLf179q7NA4Z5aOG1bdVUUR199qOwesbBkY/Ckz8LCODotAZ1/2G9DuJMeDhDQp8Vz7mWXJpYltVj2/Z3FuD7jDHfaV78nvzn1awY9BhjPvlqn4HDGPMZ27YfsizrmDHm05Zl/bYx5iVjzHfqh39mjPnrV5sjFswrndTGtu2jlmV9xhhzzBhTM8b8zNXMSGSMMSmHeubpim74KLCrVWRCnppWg5XFoJcADtcYGiwDiCxY1uMm5AHbbrRHgoHJ83OYC1BTAzcUWL4uSLaQ0aIaYNKBzoOt40j9vOi9BYVe3dKmy+OWLn0eAwE9sL88oY7+1rDerzxoDJldoXPLQIHTdQ81YX3DoHxqA31pFniGmnl9oUMU9scwECAOFzBp43Hos2H/Cal+a7jZS+AZKc2qeR26ltaGNAjtJqUlYG9eNHz2xrSCMJFS6MuVlqB/WPQicMeEG7zZhJOz1xjFkfcGh0Unk88zM4vrp92nz+p6n2Z44x4090CSWHt9yMCSajfhUbvmA31pACw6XmSYmWUdKapn/taIzo8hi9L1jo/g8/V653COeGF3ZjAj5OC8Xn/9EoNQJ5y7k5Y6vsnKsOhrbN2rdezt2Ybej2pB7fL1mAy9MaTXyyTCvlm1Nay+rtTwShIO6g3YfTr6K0GJSjVtCO4PKZ1puq626t+d+s+ivyfxq6I/Uvys6L/c/4Pf/W/2bu2Mod8EcN86qvJv6dYz86kZXZw3dupa+OYkguguBIVYq6wGXe1ytdGVGmP+i2VZO80rBY0RY8xPGvO9+8+ryUr0sjHgWnzl38+ZV7qi+e8lY8wHX+OzfscY8ztX+hpXS87mHhc9HVLoSbcf7BH4+3WYHjuO4SMTFRhQeGMs118s6DeEETgsmcxrkd9bYW2Hq8oGcZ9PS/a9gBYtHTCmRoWZLpqI5+b192YszSoeSalzsTOmBtqJzBkHzCXBGcpAgLJkknR2eSuRq2JUfWLx9x9L6uHGcncAh1kcjtTrO8XAmIWyXi9Zgkite2MC9xbsF6SEZFbsJTC3dDgUaoU+8SUTPlky57Tag0l9ljlgawNOrWZdabGw2stVDXze7IEApY6ejSimqNMZJsVkrCkLTLsVQpA9iYTDK+jURVlAxYAJknPoVept17V/IaOwuc+PqeO6AVOcLygqynQD+jOR18/vCsBOwo7MIQEB6ngTRwKKNNlkW3tkRu36SjKb0WbX66I/v/z7KxqoRZ3qTMYsDQTcCNKZ8IojUHPhIP1bUA3XbfT2gd6UlfwQ1qKF6/ECKrWj/oDoTzqW7wdrNDTh57Z0sZcsNaabEt8neqoOel5Av5pJNu7q0rVDQg66ggG8zHsbB1UtYnRzX7d+XxYsRbOAwU0tH8O3ZAWxbfujy7x2yf5za/LxKsj6kA7IIpsCpwaew4FxLK1Zzg6PGowQMjUjlrqH8yU9AMdLeoBRRmDAzqW06SkR0cBgyNLMHDc9ewgimPzsxwHFjLoPg322gl/7ApqXny5+RnT3BS2x39qpvx8FAZMBE9CxjBq9NhywFXgQmar+PvJtR1DSbp5z0IXTnOwOMyW9tvOVN3by8UPp/y76+siviM4gNwBKwOmSOmsvoPrE6a+Ppn9f9JtiPyn62YzitCJu3Ruc4fH8PJ4t4AUvzX9F9EJJG1ivuFgMQq/tknoGjfvPeRU+c3NBG3C/lNb33+haTLJUEETf0YW5A7iVDBRYLeJcgoUVEgYp9GaRgpGfd7GkCQ4fehqcCBIvYI4AgSLzgCFOWloZjXt0oFg7Sgh5NOywZ2AluTn2U6Jvj6id5vybSdA+fTWv1L8DHoVXdzS00n4mrfd7awQwQDj223x6bv3dvLIs+V1qS5yAdjGpwMGVE8hoBfA818UUdkmq40pVn9dCbUR0NwKnnro+zy6PnoPvS/ya6E/NLfaouBx6Bk4WeAbrb2P/DglKRkra/5KcVienioYNUsU+NaNOD9nmrna5CisGV1RagcEqCJlZTqaJjVSLuTWqq2yhpJtsvqKZBrJTbPBoRYL8z89WD4pesrWE2Qbu/B1RdawDDWJv9Xo5SId84Z2YQMnAqIjC1hPTGhgVjf69CwbzTr9e7zv69P6sDer941yH3e3qLP7ZrELwPhJXnHOxxhI8ce/qQDDwaTaybhxGR6uKk543SmlHx+r1lh3RHxA9joa93TG912FOzMzpYUb7GsGBtCemuOMxo9NS3xHWRvkO9DAE0GNwFxiq9iVBpQuYXh+gRPNFHULEhsFLFQs9BT6PViiutQFrHrfaxjhs5UxZ18/bo4qzb2aROpbSfZjA2un0EjaGDDEqiYQ5PVNQu5OrLV9hIC1xpw920tLP6wD0xA3nLF9bvuJPO8zmV14PKSHJ8HWpMujStdqHqeR5NKR+Pv1Xou/0vVv0rNFz6ZnS34s+5NRm7Xtreu51Ye7EroQ+ry/nNaGVwkAwVmc3x1TvwvMs1fXzcwgU3aWNop/HDA9WA70OdY4Dtuo5S8/FMliRTtuaNLrX89bv/vd4nj6IPhtCQjtQjVkLQo+DyZjoAwiKt6Gxn4FBDGxjHgfD3pa8kdIKDFZBSO/ZE1CdWFZmOhKoy52paHR9uqLOyX1ObVJag5S4O6+Irs+l/070m/13iD7aWH7I0mmH0rLtKOr3xwAs9wOLG/KoQdsJeMlL82AdInYWg4DCGGrFuQaFunqvHNi2ThNdS0bT0/FPVzHUawlkD3SrSApviS3+XlIimqxChTJVdZz8Ca0GnVz4B/N6SsnozfvCjAYymapef5tH7/0oKApZsp5GVnHcaEb5Dpc66tw7Fwv6gVPor2Gz95Ip1e7bRX8xqRSKV1oaDQwaqiRf453XhjDQaTeayezwceiVPq+BwOKG2QA7xwTD16fU+fBjH24Kq13iZNltiHobaEQn6w6nfnOy7iYfWGYAy8uDArIGxz+BahiduV7MdWCCiD0QmSXG59JkoaqBl9tBWJhe/wOBHxT92boOTFtj63yczoDObGkHpJVwlChLFJCdDiV12dNOogN9/3UR3ZvsJZsr6zl0IafP86R1VvRLhQVyb9j4/jGHNu6nslr5P9tEFf3RTrXLbKQPobK7twu9TaiW5WtazTmVQeW3oQkXxqATOAcSbIi5isU2b6oBZ9+TtAKDVZAZh2Lgc1X1PJlJaSCQmAKpb68zJnrS1hJkBj0GDESYidrg00E0HjQjB+taIfAikxZpKAPBbAl0ohicY9tq4G7s0B4GZnV7AnoAVnI4kG1l2zrWwIHu1EwN5yxkkdkZQWPW3W1q9E6mNZAZRY/DNrf2WOzLqbN8a1iNcnND7QEM1CJsqt2vh9d8Sg/H17t+cCKlgYgX3N4hW3GwGczE6DPqvLBxnkHXSqxAdPb6/bp3ZtFwuR6Uk9NwLtblNRCbiN0m+mTq6WWv53LlWqsQUGJBrQC4ODCvpM5mEs/v+qZq62BQs5ILmH/y/JyurbECaZWR4obMwa5tRAKBjnkIzC4Rt/797jb9rYeTer0n85oxn4Pj91z+JdG9Lr2gLZau1a/N/jfRP2T/ullO2iO79fszB5Z9P0kwInAu6XxuQkPQRFITVqShbrMUOpN2aND80KQ+gB8Z1nOm26e2YG+b3q82j14vK91+p/59O6YF34Nzq4KZMwuzWqE4D9YhQokyVWU1CoCI4vHqN0R/V0ChSonGx0QPN/UsnAYD1WAQ0CEEcR7ci2BAz0BS/U4UdS+RMZ4kFP97+o9E/9GunzZvGrFbUKKWfA9yKvt10Tsb6jxFPWpAAjhQyAJUhXN0i1fnxA2GwI/sWH7Vttvq2AcBxq2gxNqGaaUDXjV4vQhEboir0WDDZx247zafvr/Nq5m+57N6IPRijkCfpSXtGIwcIQNrQ8BL5jl9V18fq+v3J2z9voGQ/v1WtwYCS5l7Fv/h3X16WNHgIOln+rF2yGKTL46Y1RQ66lsCbxW9F9S5w079fcSyspF7GkHu/V7t11kf1XvNZ3swpSYtjv7T42n9PlIQHqsrNGi1A4F/bhJyK/SLTDIlwPxG6uo8Hcss2h6SCJxBs/DjJWWF+ZGubaKTPY0T0ePAAJIFiHIWJARkV6NMFECtC4x6yWil+F1B5eYg/enjladE//mhf7fs9ZxJ69pfyClMbyUZNRrEHkmrI78F8122RfX7+vx6Lp5Q2LrZn9NzYdChQXsEjvMMmrHbl8wl0Os5j/kyD3RpUqKK9TWWVds2D+KFVEU/P+VI6fUEtX+GDGeEiYbCup5/JPJO0V9OaqDiNrR9i4EbYW9zILer26BevaBn/JaIVorH0a/DexvTj1/Sb/LhhPZ3PJR70rTk6pFWYLAKUq+rhStYuoGfBVJn3qH/EMOAsimn4swnS+rYdwfUESXFHykvyTfd5lP9Fo+WvGnw2vH+uZK+Tho4Yn0rOPxJXzoQ0APkXwyoM/GHY6ArDeqBQXgJewpoJLdG9EDYjMxgZ0o/nxX4QzDQHYDP3Nyp9yPR1IydranxHwWDVA412CJwx6sdCKwkBUtTUacAr2iAq/z2kDoPPcQlV7UEfaakQdkOl65NZvkAKzbTyDjviAMnjGF6p8eXzyK35PKkbnSvzaJ/inMNYnZM9EwTt/2fjaidvS6s773Lp1AUkgiQFIHODhMsQTBeNUq6dr5dOiH6DlsTOFyrvaiMHs1rJfVm907RGQicL6dEv9erkFA6Y4TN8fO6UDGYSj0jOqEshBXmMXeA8JShoNpJVnge1YS52eZTux9G2jmIvX4GgRlt6QKyLEzoMMnAQZX75vVgeH5G18+xhkJ8jyV17gRnlDgcWpn3e/X3JkGKsatN71cPBt794aRWlAKVxfVPiF4/zFw7YHTcG0/M6m8nE98anJldmC+TBUqCNNS7Le3jGzPfMlezcC9ca9IKDFZBOMExYOsGHncqLdzbgprJioP9oFiPiT6LiY9sLCL7BPm+p1ERQNLUwJczU0U9vE+jJH9Ph2bQLxTUCOXByrMBPQebezQruA5sIS9MqMHc6tQ5C2QJovBlciZX4Rz2+tUgkzLxKxPqDJMdYgOay5n1H23qqZhGg+DzKXUO4g797ENGh8+90eKw0c+BQMFntPoTwuHuWaG61YaGPAZlU3DO2D/SA0Yw9nuwQTONGSQtubJSZtLEgdQlnNVRh05QjWd3fve/o3CsJtEsTN56zhXgoEeypZHekxUDQocG6rBLqEBw4Fh/UPfO6bwexx6UGvNY/FOOEdGzVYUiFTIKceQcBUJMe40GMgsexciXKwqhPJ5UNri+xi+IfgtIK1y4f2E4n5tjsHVIuPQE9HVWYp8uasb9Jq/Ot8mCNGIUbIBH0nq9JNWYBC7+oK39T044/oRZ8v45MXOlVFHbP+LT9xdrur44E6yvsUb0mrV4v8lAxZ6AeS/7Q3St8Mxk3x3h0QwsAkAldKG57L9f+I+mJVePtAKDVZAaBpectPaJvql+o+gpwCeOZ9QgTjgUs95n94m+IaQGkwcQS+IUNqkxmicOOA6+6efn1GLuadPXHeihIN1ooUY4AQKZkr5+sYYBcnU1qB6nQo16/HQIRF3CWkTAAFo+TN1gSBeaw6dWgInf1NRAzO+6PqxBFp9cIatDkKbdCpdYbYw6g96pqlIckvJwa1wZo2o4UOiYj5bUs08CVzxf1sMRrHhLKCMZlCUrbD7W11O1VaYn/WcuRTRX19D/4wHOvM9W587T5GCcbajjdLr4hOgfiOpAMDKfsNeIUKJRzDmoNlTnXAI37CSDWNI6L6EmRm9apqxBdtpoQ+h4TucI2JgREQp9SPT1Tq22ZeAoMyimI0tZE1eMuxtJgpcWUD0Eyw4DpwUMshwIaEbmmfmU6AwM80bX1gz6VcZQjQpW1VicHUdFydbXR50KM6zYeu7Nl7RisNL9q9fV1lno5RurHRI9VVXb14d5SLckYqI32z6yBqHPfUlPQBZUu2NIPp4uqI/jB+PSbFn3Cgeacar1D3f/W9H/cuo3zdUqtmn1GLTkexFreUf8jHVQ9HpJWX0SwPTvcOp48SjoME9k9YTyOdUAd8GAbArp6yN5rQCQTztpqwGLW2pl+vxqwCvYNeNF/byRvBqNbr/qbFqbBMvQNOY2JCsKLUqW14v+tdzLon9fTJvenMD2cjw8HQYeSBeM1sCDOFDWetSZ/mxqkQ71vRGd9ccBT8Tkd1f0u4N1beZd7cAg4tfDqd+1Q/W4whFshD7M8lFno/uMrQxY8yXNgnISMzNjNyYAvQKs7CKcu4RrWPS0G87ANd4cvNpSb6itOVFXZ74P8Jl2o4HygcZiILwJUJ1O7/tFv6VDF1c76Cw5U+MAHNldGM63pAcBldmEd/kETdi1fGX3bO5R0e8MaDOpA+fKOPT1obeIviOgza7tPlQoQKM9XdAM+EoSAZFAEOxw387p3snXdO86lmT8tTq016skEg/2KiMbK9tmRm3PcVSbopiLcD3uDysoF/MaWJAVqWRhYJ7RCsulCgO7+exB1cPvEr0P1dAE+qm+MpX67n9/Kav34l6fJidLiBSSoELd19C1uclS6lgmF8eLasd9ONMPFjRI2xVQVMDVLtd4XNAKDFZF2KBpLxn0vKxw0Mqpqm6i9UY30XFLefdDGaVc7AmoxSA12J+MK3sFMxfXxT6sul8dXfYcrCRFZmmRxUUib0l0XmxoZuh2z4Oic6DYuZmHRE8HdorOpjxicwlFejivfNzMDDH7MRzWD7zJvbgeOASJv5X9EjTYlzqU6HIlAIz/kNHDsoa13+YF0wgy/Gk8+7MOZN2qGKQD3G1/UD8QjJFLcMOjWX0W7Nlwogmv3gA2qSWXJQ7AJ+70qLPT6VPnstOvz2t7YzGoHwNJADHzhIJkUZmcQv8JzMaS3iRWn0gScRjQlwf7NWHCHoUEKrn3B39E9BFLq1dtDXXE7w78kOjlBgzrCuIFFoVzHFaSeVshsUMg2Yg3NKjLVPT3k1SD0KT+2C+K3gbmG85NCAH+kqtoEL/BaMKIPQvzGGiXbGhF4HDtYdGHPHqux7yaNOEk4pXEQqDnAIzybF5tUcy7PMyyOcF4f5teKxMyD09rhuSujpjo68va+Hw+p0HTVsx8WB/StVhAxeCGoPow89xcLXlDpRUYrII0bHVenNjw5KPOgqIxVdNNt9Gjm2iuSjYLzVwMhVbKgOv1ro3r4ewFjV8UBp5Ghc3OpCaLoenPGWJFQY3Kl6e0GfuOhDqjO0DL91Dyv4j+EddviP7jveqo++E9HkmqUVoLfnSyRrUFNJO1zq9sIYdLWkFgc3hzT1y3D1SscJTHgWuNuTHjAdWd1W6K8lp6GNUwffa4pYHKBwPKTc5q0BTOg/aGsmGkLaWmJVyDsj6MRnlkifciC2wZ3YvPwbljub8llyelssIi0z61ZWuwvjMgPmgmojldVWjNBrc6zkt6ewoadMyjvaEbvURuwisQaLC6tyGiKdxnZsCw1aN/QFz2MUsrmxVb1+KwpRn3Ovb6NCCnnWWdx+KF4S4i5e4DHGQlCVskfaAt0s+fq+nvqRp1Hjck3ie6H0E6q6duSz+/L6jnyNqyVoZtPE8Ggn7g4MeRpOjyKqtQzdYF5LKQ9bhE4bBDj0sZ6I4ZHWAWTutMlyDmVIw1FqFhbTm1qyQcuS6sPsTptD4bNmrvbyiL0JqSzohwO/T9nWhG7g3o97swA8MsP0rpDZcWlKglly1xFwepqAF6sa5lvptcyqYBWLapIPCYr2oJ82BGD4RNUd30EdB5smkp49AsbQAGb4VeX/P8rF4fJwvzQKSzuDemgQC/L2crHIHTcZnJmy+rkXOCf5sD4Tj4iMw2g0YPiM1Bvb9xb0x0NsA2Y5NJzzhdXH4mxWM5zdI5XSivX+IQnUsVYvATPm2c31XXHogNYf09ZKy6kNV7PYGhQLMZxVFPR28RfZtj+aC1iPu7UNFn/eK8Rl4eSx8WcdQX0jqUqdGAd9mSS5Ixp8IAZzJ6///1gNqyZjhOu1cz1GuDanfawYb21JwmPHbGdO2xujSL4XgM4vv8Wr3jWntoXO0MxiIs2QthAzpOW/f219Ja2d0d+1HR5+qaoT6OoNcUlBFsoaZ2NOTEMEWvvr9YVnY8Fz6fjulFVNuSwPg3wFC1tq521Q/PfRQVonWaozD9cDYzKcXBJ432UNzhRv8KAo9NOYX45gCDm3Do/S40UuZyhLbE7VJIaraiCafDPk3CrC1rwmpHYDEYOFfQioAfMzDYTLw1rvc+pUvdbDU3iz6DKHx7XO8lYWPsL7Hp5LTkDZVWYPA6CHHQMbAO3WepAeLAskM1NUADGPzCTMYmnx4oT09jqmGHbvqb0bT0F/PK3R63NDPBkrAfA812tumByLkCbJo6klq+ZB9AZqcLXPljdT1glho5Dcwu4oAJoKT+qRG1grd2qrMy6FJn9FReA6ntTr3/MyV93rd1LH5+AQ2JvYBOeBx6rbcFNIg7nceESbO6kswr5r89rtd7YwJZOVz/aFHXxiA6wZ0Fxb4WIwobI1c3GbWe1SSyGQ7r/dkY0rXyQK8+2/8xqc8yCIy706GHdSswuDQhZWOsoc7oycrjojstDQx6/YvOWRQzEGpwtM/m9Nnvm9V9vTtGOlLAH7A3w6AbZSBxARWJWzvAa79kUjKabW0NdOYsXYsMBHosTaCEgPs+UlOe/EhD7RL30lRRiQzqDXiDkF5bK9lRQFTX1PXZ+mq61xqoKEw6tDroRbMtK+8BsE6RRerWwJDoh/IaGJCTI4jnUbL196/x6v2LVjSBd9xxebBOQnjLYJkKerUilqxqUF10Dos+39QA3O7Se88ECvq+lwyOBDOq2Y8qO6FEpNXg2if4mNWbq12u9TimFRisgvTG1JH+x8xfi/4j3o+LTgrHsxjsksGkXYfRwKCtQbze8u7hqQzHmyMT5tRAJQm2ByR6jMPS7ANL7A2YgQxw9SMYJe+Do57D30/WSHmo2ZChsB5I7BmYKasz1+FTq9cPNowDc3p9h+wj+vlOff82owdIn1/vbzOkAQlzczylBveWDr14wqA6g3o4ja7AhHG50mjovb6Q1XuTR4NIEdWhFGFwKDkTdzyPHopAVAeehRF0DunZadJgv3hoHLR6aNgr2XoYV41WFOp1jBBtySUJYZYuo8//ds97RD+HoWUJz+IDY0afEMaLBf1b9vpU4fiN5NUOlJDV7EGFwAKU53AKexNwDfjNSyggm3+bMUunPiedipkv2LoWiw5du7c4tBmZU8bnMUPCgUpqFVAtShoD2GoNtYO0451gJSqhJ+JZ0p9Glf70jAPVxIpWK4MIDCgzllY8kpXO13jnK9LMHmfMUghuBs5uf0OD2IkV6EopbD7m+6mTIe5cSOcY7M8t3q970Y/iQhCyWz/KDAV0baTY+Ac5k9Gbcw5mMgKfIL4Cm9zVLLZZyiZ4rUkrMFgFIQ77Nt8HX+OdrwgpF7dEdJcM1rSZeLKogcMmn2aOiDtnwyYHnpFFKG3UALXbmrnhgDRm+Flyb/eowYu49Xp6/XoDnpjRA/GJnFZMLtYUXnK96wHRif8jVOmDg4RG6etnc2CnAKflJkM2lOWhVkGwkWxscjCY1TyEP2Zmhwj7IqYyr7Zw8vGLts5VCBY1wx4DE0jV0md/VxhZUuAtGg3FJc8jMKnAGTmNA4kwLlbLpsCYtd0oVOm4pZSBLlSLWixFlybkdueMFx+qj6RJLNYXnefro/raBQy0mijo69tixKhz2B3tmupdAQ0SnaA/vTGha5EUkNy7Pjiy6ah6T8/MgRELa78fduh6lzqmLuA3aOeScOxJK+0AOx77behoOy2NynuD+v0z2GsRBIX3IxC4AJjZaP55fT0HGCOGF+5OkNhhp34/kwqYhN0fAFsfehpeWNAegC+OaeD4QFBZpZ72fEX0EioChA5tdt8tut/Wc6aBwLQd1cz29nu++988k9agz4/D99ZENfnGYW9+p9rB5+Z17TChjqVtDifpEyzfO9aS11dagcEqCKd7dnv1wOhAJsmJkjQrCKey6hwRY39vXA9Xlum+MambMIZsQRUNpCPJb4jeGdPx5eNOxZkfT+ncAHdCN7kPUKregN4fr1ON0o0JDayCLqVrfXJBMzks8SYA1Yq50QRX1uvZHdf7G3apFRvLaybvi9lPiX6PpXzhO4L6vNlH0Okv/h//2xhjOsA0wQFezFrRUSezBV+/0uLBTIstlj6rGo6I/qDeSw6P41TstvBO0cccOsSo26eprtvbdW/UljDT6P2MAhc9WdALOlrStcr725JLExeqa4SHeJBlDsIWDjQtNzrebd7lhy7RDgyG4RiDhplzDzrj+v4G1pY1q9+fQEKEgciSHgM4Tze6tF+HzlMakE5CVuk4fiGjbGo7fe8WPZU/rp/n1qCegYHb0mf52czXRH9P6G2idwcYqKheqevntZktou+OqH4wpc9jB87BOKb5xjHEi9N5FypoXg7p33dH9fvu92og0OGJif7ZCwgMAaMroQIQ9ilRA4PmSacGYh68nrHVmT/ZNJj0BzrYT8FZR+irywMyuQJ0JobKK+G/J/TSlqzlvuCby662mo9bcskyldMs45mAbkqvE3U7SAEUittiKHHXVaezyEzIM+XPif59vh8U/et5dXTJUuTGYJ9oQysUMYA1eQBXGvp6zaYzAMe9oq9nAF2ac2oT1h4vBvdUmA0BHeoKlKDM5LVjnPw7Gzo4iUO72MMQBNvFVGHx+fmcxODrd7Hp62AmJXrUpbCypKWOsw1mkyst6Zrigk9hhkbV0pK0p6h7IerRtZWCs9ODRvwwcNLT6N/4h4v67G7v1Othj8EC4AAXi3r4hx0KN0hhyFGrw+DSpFrTrPtFvzbTB+qa9Q4gcEs3Pb6XFuCY47u6QWe5NqTfHYJjN2hd2mmfy2sG90RGj9M7O3StOfD5pEOlHW/DvBoOROO94UAvQpN+rlfpUDlQbNapMK6LWe01o4wXD4i+y6OUlt3olyKpgxeVXPaMPD6tgcj6sDqrGyIKYX0pqZ+3DlnxJH7vyazevw8MaPU15NHnd24+JnqmqrZrFsQGx4wGWpxLEPBpJT5f0eZsLwKZtwQ1MGIVIImGq2NNtvlcVt88UWBzsK6Vbp/+ds7wmCjpb6ejPIFj50JO/8EHFiJSqrfkjZVWYPA6SM6h+IYzyECT1m1bRJ2fc/CMuwK6KQk3YZa006fNyWweflvwB0Tf31B4yNPpPxT95thPiX42q1na7Wj2PZdXA9wNRzuGA3pPXA8Er0NP+GfzWsKls7zWr6+PwFG/CSxJtqGRFNUcSauzeMLS+/OA7w7Rt8aQ9URTW6MpU8Ypzw7Dw18vpgPl5kOYtknozWqLG8+GgUDB5mGrv7eI0+1YWbNo2z3aQEgGKTaAfnSNZh1H8ss7e9w7pATc1NBm6IvXPLp0daWGHg0HkgQlW/cqp5QHmnQO7KLj96Wk7o1b23Qtpec0QTOOoHxPQqEe2ZwGAufTamcoBext9iQwCXA6A0cZ81U8WKxfy6rj2WNrkmCzn9UZ/fvRgtqKVEMrwbWa/n6Ky6H3Y8ShA9LiC3tEX4uHiYKMOYqGVlY82lAJJo30iZQGHkfTeq74USnfHtdzoIznVcKQri+Mq+19Jq0wwgmjSRnSzVJKCARIZJD26rnjxmDNCoY5nqhpwmzYWoTtxXHviNwhZfhhEIIEsA+ZsOr2MyxHpRh9e9y7hxeWb3S/qsRuNR+35HsQ4o5jjdiy7/chWj+a0cNzyK8GiY08PpTtEsAL/liHliifnAGfNA7jXjCBzHr1AKoZvD+gB0QYg3xubUPJ1a+BRF+bHkD1+vIVhl3zy0/QpLM3GNIbxkFIZM6JouKyOQxevKzez3NFrZMOBBV/OeDXA6v503ntHV69lhyYUdbj4X8prYfLGy1hzLzotJfnz/bhYQ05Faf8tcIXRf/xoE63/eaU7pV39WoWcSCg3gebj7fERDVRZ5/ogYbuzbh3WPR8ccS05J8uDFwt4NrXhNT56UXjvmYu9VmeLqgd+dU1CmtbH1sQnbhpY2KisZJZbzDDD5KEKhMA+umcfMxmWTJsHUmpnQwgy9pZ172VtXQveJ0auHCezMaw3uuzebWrc7ZWBChxjzKkrbc1oz0OetBsTee5uHFO9QB/MllZPuP/maSSQOx26vdXUXk/Y+k5lhzTc87j0IQcJ1f7YaucNuYGpB83lyI+zCci7PNY9THR73HqoFE28M4U9fPKjcXfz6GiGLlhpov6W2fwBz2IDEgvOlngs0LysY/D9PTzhzEM6fO6VVvyOksrMHgd5LgN+k+XZq4eCGgTFZvEzuX1MN0a0yztWTRc+qJoIoPzeWuHWgUO+kmW9fMDtjZPhxDILGBOADNlsSWNR3pgzZfUwhHbO1bQ188W1QEIYc7COzFxdF1QD1ge6NQT4D/vD+r9yFaBUYB0+PT53dChVi4eW4Q05LJ67elZxfWS7xkETqaOrJ4DWbwrTadJJgwncLPzRqFFXUbL5cxUsZpSQb/LHpfilFlB2R3TQGBTWH9vl0+ffa9P70+loQfYWF4bOl/Ma+A1lnrcrKYQh0wWnze7kJKxE9Ny/3peGdxmit8v+pYmMPMoNsMUMNhdXp10S8jg01MahG4Ghpw9DIWKPhtm/Fm5vK1DEwouB9e6rmVmdXe1EUIqqnE7YqJXkYA6l9W9NKtbwZRqDGT0C9jfQyhMxOj9Y+BSr6udBwv3ksnUQFyandjb29BsflObVsKfmgVpBKbEDzZ0PeyJayDw8ATnWgCC2tD1RiQAG+tXYiGq1lARAA2316m/P4/ntTmizyvcrevz0cnF9/vh6XXhjOpCr9dX0fSfwsN7tqpB2a/2qw+TQBD6+LQ+3Ds79V5yL1zN0mIlasn3JImw0n1usHQYSBBNVsz4D4V0k7CpioNyKGvgCAeceoA9N69f+PnsE6K/L3yX6Jnq8vi/BLCQC5jeG4M3SAz/XFkNWhVNaewJ4BwDJww4jUwaVGvpqv7+66J6gBB7vAfNySfTnFytBrpYY2AGh6CJhrBUW34LzpZJZavXsiauuN5zyYeW/bzLFZ9H+znWNXStjzg0K/eWdsXobw6DIQvNwHNooHNi+mmhpkHZ9piupRCqVe1BxZXHUa16cVZ/D3HcF22dRutEFrZeR1fdZcq1FghQLAv0oy61hb/T91HRQ8iyl5oCRwal/VV1TlwO3SvTeV07hDhuVj9xiZAkYkNIP//jQ7o2CnDkc1jrBbAeMYHDZmUHMtZs6OQ5wgz3M1mdjNzv0CQEZ3bM1BQaRDmU/KTooejP6t87NUkwW9Lnw2oRMfNbIjZ0hZgW62obLKNriY475y6wWhkBzHG+rHvxhAFdak2hQ3UMQLtUKVWUHrZQ0n6mWa/Sz04C/oO+fZPwLu6PNKovT8+ofqfeGnNzp575X5tKib7ZoYQjbGbuC+je+IFh1Y+m9QxfQF/h1S4tKFFLLlmCLnWGBjDwail7hMr+Of0XjrJnZoUcwAE4R71+zaLath6QxZrOHz+PnoF9DS1p3uq6T/QImnvJYcymMg47WYDzy5L3DOztYxWlfbvecbfo1UYYun5+HgfyRFEPFEKLpktqJC8U9YA6h8E2m6pKeVlBBcU0fd5CUYO+OXKzr2AvJwrLl/uvtPjdWjFIgzs9bhQuQDgFgz4GPpx8TOcvXdkt+tL+FWDWEXiRbWMOTCRPV3TIUwBZ2Zxb9cIVDgyudWEFi8QHu2s642VnTB2K5p6ck2ndtze16b4lpj+LZtGtEXX8MqgIUGeC4UBS7QJpn8nU4sXMDh+abzl5979MPCv6u0M6wGwirwkMsu4wYeEB3eVZWyssR5J/ay5FOiLaQ1BGf1GuoZDa02ncbzyPxwqaVPghj0KDzuX03GLzcgQ9GV4wjDkBPWO1cn1EX5/CYND5htJmh1xaIUjb+vpKUq0tj5fxuNWPeCj/WdGdYMNjD0pzZX1TUH2Q7oDayW9N6lrZgHvx1q6Y6Kcxt+BhjTlNsa5ncBtYj8hIlaq8eSoG/xykFRisgowmHxH9rk6tGJTqKNPBOSKU6OmiNtFtBiXktpg+RjpjUY8eINtRgTidU7jGS+YZ0emcdfpUR4XTrEdPXodXjUIaFQj2BFxUv3sJjd89nreLnqrpgfTEFOhce0gfqp93KKVf4EGTFwO3GYeWiNk8TqxxsqTf3xVc/IFsFD+fRxCIhggOBGPWzelUx5cUg5crNuAGG12Kcz6LoUjDQX0/cbvT6M8baiiU51Dtm6LPOpTCMYsgcxDsFh1+fbYR7AWfA9U7DGGaqmtDJrN4Lbk8afdr5pHsKbe0YZZAE73vzSARGArqYiqjV+l8QddGjw9c6mCh4bA+MrHQsXQg4fDMjFar8onl2eSIoX8wqIEAcwRHjCYk3uneJTp7n14s6AAxQlfIklOr6/VXqtozEHaqYxxs6O+rYw77SXtE9HJOexrGy5rkOJLcKHonJsQFMKk6zARVXYkE2pxvFb0AOlsSIRDKtbGm1Vk2H8+6NLApXqLtJRWy26WBkMuh63cWA+pGMVfituAidIpBDxNOPRh1PI6egTLWKn2MbXH9QL4/j2oZqWSZILrapQUlaskli9+r7BAJZDEHwNk7BeeINHUb4SxNYnDPt6d0k61DI08X4BTbomqwDib1gHhiWkukewNKz0ks7GBQrcQjwGqu1R6vJc5hr1/1PQk9oAuA5vDAruT0fpB9g9jWDvCdpzjJWVUDWLu5L6SUm6ey+rxZEs/hev3lxczdobQ68hvDerHkYtd8tjENTMu80oEApVjVLFd7FJR/gwpP6Pbp2ptGP8kkhseRdclra+YpW9eHtbdDD09mbU9ndG0/N6/Poh0NfJ0NzdLFLa2QHPDr77/SzcfE4HMa6rUmHNDHBuKTWc107nYv3o8gKqMMso9l1LHjXmqLaJA4i7XpRa/TdRGQNuD7yGr00IIGyUMVDopUGcfgym70wzxaVkf344nbRD+HMeqbkSUe8uo8mrNlvfd1S+/niH1Q9Jm0BgbrbA3qBgJ6v6Olu0Xfb2sFJG2rrXA7OexO7y9hZQkEcutwrr4/rPSrHPjGyjTyS0sGdb6ohXWzK6g9FlVLB20erCjUaqWZMkHfsOg+VCfnMho4HYtrYHajQxnUTuQX91Klodm6HlQM1of02gJhvVdfHNW1SZKATtwrEpA8O4cgPqTfz4RAS95YaQUGqyDtATWYHOJE9onToFVrA75vCowB7EEYCi2P8d+AA64dQ7X6Auo83RjQhr/nC38v+qbgT4geQwl3M2ro/QE9gHpBbXYSztuxDEv0yJojU7chqu/nRFSPQw/M8ZLeLzZfj2HAWRcyi20+/fttThpJfB4chnWxRYO9t02zel+f1MO8z6+LZX1EP6u8sHyD25WWIij2HstpNSvm0SxfDdUjcn33oI87gzRqHVmxdvfyU6YJz7guro7mHjS9jWb0Ag/M6+dfrGuDYABDn650YOB2xURnlvZaky6n2spd4Zjo82AxrDfZgh0d6qktFHQfnsio3bivSz8s4dO1VQQsLYiMtA/Ojh8T3BcqGkS+B/SoGVQSJ9GEsAlUMW0IWufLyoZWbvBc4NRo/fxnqjpfZ49b+4NO1hUPksorrI/iRb8IzwFSMfdW9Fn3e3Tvtdd1fg77fc7j+awNIQGFgWQvJZFUwP3fBZhaGM/zUxfUFt/dhUBhQZ3bOJq/L3e4JKcLU3psbaZm0oRsh/JeJMP8sJt7OtTu3Nqha+uFOV2cp7J6L25u02dzSzuuzcmgW/U/V+bVq0psYy9hZbrWpBUYrIJsaCjcYRIVgc1oqvrZTaSo1ANsFxosXwa2NgxHeRLTcl9Cg+VWOEu3tOkF7pvVrO1gWDHzXy88JfrPR5XHf0OYByhK9hg1z+bmR6b0923HPLjzYNvYEFm+ubndq0aJ+MYgurZozicRSMwgUIOvbhIe9IigQtI8x6AzqBn+maIeltWGPsvzWV0bLP+vNtSFFYm5xnnRx/N6WKUQCORxODNzxXJ6W0U/b7aiayfm1shioqh/fwBDiTq9yzf3utH/cyitwwG7Qrq3r7QEPMhC1lKiv9krCA7A9Nob+nuTwCC4sB72LSw6e2vL6pywkX2d+oVLprvSDs2g3ydV0Y29xq9BfP+A2tFERKtjW+d1L7+cUv3ODrWT2RUe7ZaI/r4kGkrPaAxrNoGdbpNRqNELs2pLNruUqjeCSvGR+qOijxpNEnRWFBq0FjNHeuqa4c7j987Brg6G9Pey4sOekTVRfT4P9unff3lcbQVZqgba9Xn+AliqxlO6oCxMymaCLeT4VdEfSv93s5xw3tAmW5ECa6M67PFQ9WHR7/ToJOv5xqKtflef3iufU+1gD5KFA5v1XriwlrpP6r0+OqaVVkI2X1rQtd+FoDzofnPZtdbk45ZcsriRSekAd3sQJVE2tx5M6d/3gHOYBhLQS7MmqJs+gOm6xLyTLWPGVqNwI6bProvrslkb1E1OR9hLLGgcdKCYNvvhIf19z87rDRgvgpkHcwa4aXl/CUHo8qkRm8T7n5nVG/yJif8kugtMNZ/d9eOib2t77SazJJwR9lusJMWSYuBXu8eA0ulQx32ypM7WsfJLol9va/NwNwbfsAJQtdXZmndo9SmAas36hH4/s75DbSnR80V1Lvd26AHntn5a9H1gIumOatA8n9fXV24w1AqEE3SzZPF5swcGNliXDjceFz1R036n7Qgc25qwyUdQWSRmfLqodnY9IJYFsKHFPGqXZmEnOfegmNG/L6CHgRlzsshESTcJuzSPoDqDfhqeAzP4vSVAMIcwjqUL/TeHC5olzjhSoifT2tOwLXqvvg7aap9TP5+kGRyK9RczfyH6h1w/JvrJsl7f1ogmvHrwfEkikUIgxedZR48I6Wq3rtOegui4VhS+cFGD3KGQrofd9sdEn7eUtclt6XqLuPTva0iq3OXVQIC9fzc0zdNJeNSOcpZQHVX5bz2r1a7bN+o5k0xpkMXGfPb3HM+o7rL07zdFENW25A2VVmCwCpKhM1NS5yWCzh/2GNzcpocnM97EtpKHn3Sch9P6/UspI9HUZaM5GQ2l7RXN/KRgFNaH9Pe/jAmj93Sos9repkbhfIZDqnCAgn41A4M/CLrWKOYSHE+pQWdJfgQl6wbKhrujypwStZefgEq6UkdT2ZYG+YaEHlakNEzCmdkd+1HRLzTUEU/CUb3SgULZ0mcdhTOw175J9PN1PVxLdWUxmkNn+EjyG6KH4j8oeg7352Ws9Xu6UqK73ehHQYaagdmZisJVRksviB7xapZ1pUCAwh4R9nBc6TkUb7QwsCmhItId1fVDooC/G1m0XQtG79WOoAZZ/UFMDoYjWIPj7oVjzvfPAaqUB2tRsqyOHRMU35xSO9fpU+dotKB2+L+OKUvQJzbrgCs29nuc6EmY5DwWfZ08/XlLbUPOAFQPeS6v17c1/KDoO/zqXF4PWmieY/+qTxMqrMxu9anj/RhmO/ajx4GBARtwK6jGLmQ1qbJ+q/5+J3D3iazaviGcUyfTmFNhcE5gfZyqfFv0nQGFZUZx7o1zhk0JA+2a6ErP53VtHoBjvyeuv2U4rGt1fk6jSlL/7lvQtcW1SXgtk3McOnq1yzVeMGgFBqshhytfF92VUTaDkFuxg2S3+NYUmof9ahACxAMmNLLowabLI3pnIDBfVj3mQoNoQzMbpbqSHr8ErGWqijkD2PSlPOYWIJCJAOsZQ0XjBGjhbvQpdvX/O6FW6G19asSIh7whrveTw1lmShiqFVAmHjZjn4PvHXOrwbabaPMm0X/wDxf1t+9u099SqKmzcjivk4Ffb0z66YXPi56P3Sn6GluhN+/u1ECA1a6JPBrT8XnDRh1xQj1vwAGXKuv9dS9o0MmgmhNC12Nuw5xD4RgjGZ0BcqnCOQgN5/LD8641SfiUmWAMFJxkYrGbjuQP9KijyAw6gwqy2BRWmCHSCS72JJqTL6R1X9OurkEl9SfW6V7+9gzsMvprBn0aVL+Y1OuNgAaae2ltWK+XbG3P1r4q+manzq9xAFZHkGLQq+fAdOOU6I/McJBlTPSNgNTS2XqprFnqEgKXHQ4lgfgioELrw4Rw6ucnUZG5aZcGAq4OPXeK5/X5fP2MQqcOpvR+HSzrHZtoaMWFUqpoNTQC+M7GKKFUGggfmC/h9cX/Zp/e7e2YF4Pk1THA3hgkFxFUXwfq3zVIDvLzn53X5ByrZS15Y6UVGKyC5IrquD5Z/B+iFy3NjLy3UzPwd3bqJjwJR3YEjud1MCB+YOyZAa/CQpIOlBSZlFN5NSp3tMdE3xRSA+XF9aSzmtkZ3pESvb2iRiVyVCsOG8wa0VFBNj+6bnm4RbsHgZBn+UxWEYFJBXgXZt6ARDIVOJ8TTfAVZk5u78TkYhyXnPpcW2Wo0EqyNq4Ng8TFFkFZmAHEP7787Dyz2daGyyCcoXSVMyn0/t3Rr83ZQUxGnkMmjEwlUXhbPWXt6TiDjPelChsUS+WJ13jntSmz4K5PAmd9Z1AXyNboonN9OKWf5cBeYfWtF1lQVvJcgHim8mqnGEgs4WIH1GfpQDN9fcmwQjC97LY1aGLQyvk186B8/HJ2v+gdRh3ZsFuD9Bjm2xTM8rYllddnx7kGY05tXt5l6V6ex1CrmaLaQheGG94dUNtC9rkn07p38lVN4PDcG0WCavcFvaHRjD6fmWl1lg+n9fpfTun6Kjn1/i3kNXBygIEsFlAa8iN5rYj1BEB8AJ7woEs/r3ngnRvw3qfn9LesDeoZyECAa322rGublOU+pwbBvejnSbj1WU/x0LyKxTatHoOWXAG5KaY0cXGjWUuWIGNoxOmAc8IsZ2KJY6uvk52CDZ901maqahCPp5X/enPi10RnExyxm3S0PcjcVVL6/aBvNomwBgp392gW96V5ZJkxArSEA3kUWN8dUTiDMFpr0ER3PKW/73ROr68noD+AgYevqefjPJyP8zm9lhC4ucsWaFreYEblycJB0RN+PYwHXfqsyLRCOV5XLu47wsP6eXCG+OvXhfUwziJQeGpMs5wJNKSey+EAhDfmNepMODDj43InF7P5+nKZTa526Q4oM85N0ZjoPT7di822pMdPaIjqHOxYh13MAgrUBjuz0nA+kjzsm0VzM9jNSJvMoJ+V1esTer0kmTiVJf2m/v1tmGvA+TmcuzBmKTanYuk5wKnfGyPaD+LE3uDAtJO2Bn3rEAjh8pZUZjt8PNeQxUZF4VBBIbBJh8IYf6lPe+f+1TPqeP/LTfo859GMfh7UPo+mf99ciiQQSHEezrhDGd8aoHcdDvLc1fV4PLV4VtzWrs+636/nyNEMoEbzuu+6MefgaFrXxu2d+ixH0G/Dqd4Mkhm4XNVitwKDlnwPsib+DtG7TUx0shN8zPpF0aPgZ+5A5ul4miVzNDujseh9A2qwvzKuOg3oJp8aoAGHTjrONchooJ9H2jcyDpxLxURnA+5gl5ZUKYRSscQaxfedRIViV0wdBl6vBxWOuEeNXDsCj26/BgJ9fv37BbCnDDRlLi8gMNjbrr/ty6OgSkVQ+Xpj0Dmj43q/wuTctq6FBKaxdnjZQ6EHxOHkX4u+xiizRzu43ffNqTP3lm79/O5OrW61x9R5mEDm7FxGr3dNBIxUC3ogXn4ggEnX/8zoSmu2rt/dcXVIdrVr1rTc1M+Uq8fktXYEecx6EhcdBzOKB39PelImODitNV3DZF9UGLq9+nn3d+v1ZFD9YkUjC6jUTrDVpQFlytb098Q8ej1bPWrnJ4taPZswei4EAB3KG7XThbpCcWJBnVx80tIpLL7CTv3+Rkr0B2NKBNAJ27GE1COj0KIFYMkGQvp560K6l//lJr3fSxtqSSICSGpMm6VfyvyN6LTVaVAd19AzkHVrUuWCR6FlXfj93cDxZ5uqbYfhM1zE7J8H+3Xt7ozp2jmb0w+3LFB0YzZQLwKPLh9mdMBHOZ1Bxqclb6i0AoNVENuoQdpnK73nj/f8sugdXt0kbJpaqKgjuknheSaB5lrS8AXQNOdDE9PtUTWY4+DXvs+rzCttMEgz+nUmXVm+LEiWoKMYRPQ2ZNi9HlZQVD+WVmf0uAsNqJ1Z0RlIMWu/LabvZyAyBp69mzCBdS0msHZjwJyrqWLAxvKzeXV87+rWzz6dVb3b1mczldYhQldaQl6FvRUsLZ/Pof/jZs/9orMaQ2FPQQFBaA7Utu/o0wPrVw7q5/+BSzcLq1nnc3og9YdYHdK99UzhU6LHQ5p1TOaWxxEvFQwWAl1pra5r8VprRh5Pa8PlubxSH+/E5ONYk23bEtZ91gbnowODHEcXdC3YqADUEaRWYCeY1Qy70Zvk1rWZRuDQAZ5/BgI3gK2N9KqPTOta7fbx+1kZRn8NsrYplDDaPGp7qmV1TA8VNINdrmpgQMfWQn9Iu1ebaetoENqIQGUnEjhrI7oXUuj5KNY0aTKa0/vhdhBqo687Lb0frBCwhyRdUdsUsvX5+L1a8Vg68wQQYJ/2T/H9j1d0wF04rZOxPbpczVdzL373v9dnNUj7yJDazRiSY8/Oo18DMyPOYyDZzpj+FkKPzqCxO4NkZ5tnefjv1Sb2Nd5+3AoMVkEaOOzv994tugd1tQIOoBwceY4LZ1muDHYFZpqY+bitQzfhWFFfzwIr+1hJMz031tUZWqiqI/9ANwa/IDM3DKNBPOKRBW3OZuPSWFGdYwyKNmFghU/DKC3g922PqoMRQaBFR39bXDNrLjgMNRvN2KgYNJ+HfPadyCpeLOizOQUmjNncy+b1FK9Df/tO97Dofpf2f6wJAceNw5eMVjc79bBbqKmzNw8WoW0xvb6fWq9r6Y9O6vV+dI1WEHqQuTJGnYE2r661e0A5+I3UfzOXI4QKEbd9rYkDdKwbYspk88yM7rUNoZjoO9sWndHDaXVe7sK+fXREMfRHM7rXfnidZsQZGEygwjABooDHQScXBCMXqXeZ8SccIQ9nic7VprDabZ4DuRphaPoFQHyaGHqtHstpUJ93LF+5JQPXEtgbBm5FG+r4O9AjwNa2JfcDULCwZ/lqXQ3XQ0y+tYJzN1FktVNt8w3tuh4+O6cwyJWGH7YFtcJBKFa9UcHrej3sURkE9fMPJBahSuwa9Dn03rEP8O29KdEr2Bvb4hpknwbb6M4YmATdy59rrDi05I2VVmCwCjJf0syK07tXdAzONYdSamBYsiYfNydC3tup73cugcLogcKM/R9OKQXjFltxv+uMGrBoAHMWQBNnjB7Q5IPmgccs+OaIGsQFsEc8P6tGxocBZf1dGJ6CngYGCrzfFGaZecCweZtsF0uwyk0H3P4FfRan02qwnagejYP7erXnFFCS5RHRe+PI8KIETQz/hYI6hk9O6bPO4TBkhr4d3ObHAf3hMMAPDmogRZkAjI1MNk+WdVpswEK5riWXJKx4RBualY4g634yq7ZmqIly891DOh51DDTH35xERl6/yvhQraOdIsztUBLVC1wrHdtDgJ119arjRja6aTR0JjzLBxJnc+hxmFfv7F19aucioOodycPRzujaTsHWLBEEHiG/Ns8WKwqDi9v6+SQmOFY9Ifq67A69Ppf+Htp1NsByWGH7Cv1NbC7n51HY0xKwNQnBYX6Nhq4HUhPny9rjwcCr4NPm8TSqtYcLqq+tLZJ27GrDsDis7QKCsKBL90aDZ3Za7/3mmP79i0m92aQUJyPVy+kVHs5VJK3m45Z8T1KrA8rjAp8xkDb753QTdvuX7wEgfCNb1cxYOKGH781dmsk4d1pPyA+mFLs4X8Ik5aL+njgOrF5g6jlQrYZMzxwoJA/Mq5HJ1pY3Eg5AtTrRhMgKCZlqnpsHNjSh1xP3AnoFrHEEgQAhAyU0i4OaXaBfd3Ygq9dQ5+GraZ1DMFfXrN7rPdCsUtWM+0JZr/8EgrxKY/mp0Y+U/l70+3zK1d4X0ga9Ql3XShQsRRyiNIe5D71+DPsDTO9wVrOkFew1t0Ofjws9AbXLZCm61oXN1QsOZY0q1jSQW1MfFv1LTUOldsQ0o//CPLKQyFcMg3nFjX3NigErf/2AQdfxOp2FkxV17BYqChVhwudhNPK/K6zNwzvj+v6+gOoXgAP3AQJJSkhWDIY9MdE9FaUazof0HGKFYMCjezXlU5agefQkxBv6fR11vT8hBE5fGFM7/eEh/f6NqKi8vEB4i6hCG23M0gpMFyoEZJDrQKn65eKXRWcgYOH7fLAdMY8yntUROJUbaosGXVpZb0fGsdAU2WQBW2OGfgGN+Des1aC7iqD1rUiuYYi22RvR3064cwP3IoPvN5pbveqENNnXmrQCg1WQnqBmOhLguS8AThd266ajc/NOTGP9+oy+/5PndFMNhGOqD6tBToC5JQjmmD+Y+xPRK1Vlc9jd9n+LTjaN/Uk9sH+oS5vS9oAtZKqkgU0eFpxGbbaif39iQbGthZri4K9HFvmODjXwh9PM1HFQjv79JAbS5Sr6eWyg5N+X6ovbbhzwBMLMHozpjIYDC9r8+2hDM9qrLcxifbP4vOi3124UndWcFzGp+f0RHVhGgzuVVqjUjWHdWx044DpxAPHwTwE3HEB1bYM/JrqrqM7R0Zr2C73egQChOG+2ngM2r/fXFXrW41HbwSTFYFNS9unZ5QOBl+Y14fJAF1hsSmo305h0TEefGWIGCqw8ThQ0A55BAscLw/mW4PKBwHhR99L9XRqkDwV0bRxFFnYUTDEvzOs5UEAj+IxTKwap9DHRPR5tRh7yKKZ+JxzdGm5oHI51taE3FHNAzd14fiGSXCDLvT2hxAJPA6a2HqxIhKySDwyXY1DcNdf53y76Ba8Om1zIKiSXQXLZVsd/Fv1KiaCeBRdreq5nc1qx8DSxFG3BFGWuZQ4l9Ub1DPM2VN8wDR+iqHuHcGZWZtnT0A8q4Za8sdIKDFZBum097E6kMLSqXW/7u/p0002jp+AQhqne1aaOPEukVWS+XGAriHRoBWAvBqS9c16n6foRqRQJpQGmn1lZfp8HDYUfDp8X/fCIHjhfmdQDg01+FzkB0tLAgE13pDHsQOD22Iw6J7e26/Vvj+nvL6EiEgGesg049pcXYt/9b9LG/SOmCN3epQ9vU0TvxbcLmjViELfakqloNSocUNgcnZ9bnOostOPek/o2humpXierMcCyAnfsA9zgYlYPzxFgXWsNXcukh200lsc1U9wuncFRb+iBupJj73FrUiDoxVCvsmZx6c5cbaxG1Zo6ABf9Z0SP1LR/aQRcxsnyYsXgREM3y001tbtHbf3swYhi3GMxtXs2oELG6FrxoZdod1z/ns2sbd57RR8Dqm1LRJ8V1zITCvMVDFhDD8RUCaxDgGQSKtXjV2fts6O6ttsaaodPA5NPW3Pa0mrmDTYm9yIQYEIpW+e5svyAMuLe2zGQbjsmLT8N00io2bv79X7f0KEJLULPwm7d2ydSer88lZtFPxrQvd9t6f0JNXS9rQ/uFj3j0ECQLRJh0OM2VxAIW+NKj+OMWhjTtXVsRn0O9tWRRKMnqL+1BKgSpT3+xs7juVQh1fC1Jq3AYBUkhEExm2KgcPQsPzwkCkf7OuD3MMDSTEM/ldFMyfqqGjhvh37fti51Hu7KalZvHBnyGxPqbG2MqMFiiR2MjMbVqwdSAAPNUqf1fm0Kg+ISRmZLQbGtDJSYCWLPQC+yJffBahaJxwRtHfnJj4MTutOvN7CZa38GmZZdIPonE0oGX+YE88frLSyHc+gQmF1NBFFaB5hVljQkAmOeBBMIRkwsCQSKgJWx2XtTWD/vMOAHXlvvb8SlWd8Fo1lA4orbkOWrAA5QQ08FhdNQh90K+3MgaD9VUZafOuAMhH8Q7rDa0kBW2mvUVibQ7H1DWB2SXNPjjZQ0EKB8pE158z1OhUd4MD8mgkb3dgx4GcnrWhpEljMc1L8nTfOXxzWID7mWPwc4GPGezpTo7GlIVxXD/+y82pIAnMN5xKTbI/r3c2i4UU6cpWtpuqwZ7oqlvWlr1O9dwvb26CSy1A7m6FUmYDv7wVo0jOfztj515Ht9+nx7Yae7B/VcY0LLc0aD8veUFAq1b0HXbkf6vaLz+VUsJDng6A84tIfmYFUDsW9XtXp8r+Oe7/73RQw5HcCsIDZ2s09xAPfyLKZ+M+hkIDCe14TWMJ5Vo85QpSVvpLQCg1WQlEV6zOU5elmCngKe71R6+Um72apu4ifQRLXxlBqooX51NkjbdxHB+5mMOi/rQ2qw/DgA3cicnT+lBnnLGuC2B9WZugVNhV8+pU1XZ7LAL6KCwOm1DAx8zuWdR+LSD6VUZ4k7V9XPv6lXHQRmtv72/KJR/cCA3uydMX0WRzP6246VFZNN5orXW9wOPWEOZ1OiD3j1MHu5ekH0d8U1qGOT2kRKHd2dMa1IEBeciGiQ54TzVZ7QvbU/qdfnQtDYgYbHfF0rHiNmeSFDGQei+TDNL+CIiT5a0orMsfzXRI+iopIFpeTVBj1q1PX5TFXVmdzcqYHUAJz3hycX99LOhD58ZjG7vLo3omAfq6Eye3hcqzM12OU9qKzOgD1uHo4qB03GYZcKYBHiJF3KmVxM9C4vwS4qDAQwo8p0opJ8EL1eh+s6uXilfpp0XqFTj1hfEt05/x7Rh0J6QZsxoS2Jc60E55F0r/0B3cuk/W73MPDQ+9Mf10DAiQRTg4M8QZvNHo79SbXt5xy61n1Gneu80QTe3oYytLGHoLOslfGo0XPW0VQXIKnCdEnX2l+dUx9hZywmOn0UrrztMdw7x/JncBKwvewKFOdXm7R6DFpyyTLSeFH0tpSWlJ0YDtIHlh82s+aqy3O/98PA9iMb8NC4Goz3w4DVkEWlEQm69PVngV7YFFbnaTCqRmIE8I2NSQ1MHCHAH9CIdF1UA4nncAAcLCibw+66Gsz9WTao6vWsDennp6v6e0mHSrmtQzNPpORkZuijaxahT/OgMj2b09/+idnHRR+yt4n+ekOHVpIZZGW3ujUL+a7Q8tWdPJA6g/EHRA+Ai7wK6M9cWtdiX3dK9Bioc/fNgnscRAEYfGwcS5DGKszAz2bUFlgIDNowB4HCZnLqMxUNFJdez9XVg+AHs8pNLsVlbwyrM78mBPhF04C7p+bU0M2U9Nndvl4TNH5UOqs5fZZkE6Ojx0AhXdXFywnrnGDPtTSLycndfvU2OlBZ7g8s/ywzsFvZmjpbbL49MKcXFEKv2+aG7tXjK/TTkNudMz0WXDopOVzWc5D0oRzgxUq7F1mBT40AiqN+t5nF+iiSKtqvfzCT0c9LgTRjFvoRzNOZcGqQPrrwiOgrsRZZbRoYdKGHJu7V6z28oOtjorwYhEe9+ltYid4ONjmeYRNgMsyDevfuXr329h7dt9FZTZY9NqpnNIfNteSNlVZgsAoylzkg+sX4etGTSS0p76oobpjNypSxih54XWB3YMZ/YxhzAOCoc+AXB888lP+s6NvdbxV9vKgGipk78lGnz+qya7sdQ7tuVAN39mv69+04MAYxiKeMwKYHgRIbn0LApa8BJGAEWN4yTtg/O4OJpr3qbA4F9POHQ6+Np2SG9OOJu0X/+6SurTdainUN8nocutYtREVbIvr7WK16Ec2mnKb6nK0D3D5iK443hpkTLjBmsaKwt0PXzv+e0OboUEOD0OwK3O4Uj1tx7VXA+kroj2EFhpORbVsPcKdT9169DhzyVSZsuOzAUK2QS/d+AHtzvryYaXxiRgP6uzrVrjFrmRxXz+pTpxQy+eH1yqIzl9VnMVZQnQkEZlXJXkb6y7ky047695MFBqF6r2KgAj6Y0tff2k2IJx1t/T2PTeleYULI51UYXams92slGbN0b4XLGnjM1tQuHsmrrfjRIT03u3zozUMz+fOzmN5b1YzWgx3qnJ5IL+88z6KS/6VxJJQsTdKcTT9kLkW4l080RkTfBWgWJdlQ2xZtCjy4klhp3b+gdoZB5AwYtNZH9BMn4VNkMHyOwwZ3xNXu/f0FcAlfxWKbpRWTa01agcHrIPMNhU/cG9Fy+TCwl2mgQ86D73iTXzdRDPShLNsdzwAqhANuCc1eTg+U6zz3if5c9q9E/wn7Z0XvRga+I6AG6zPHFP7wQIo0eJqd+Mtzer2Fmhr8fY19ou82mmlp87AkrQaeA8j4+tGkOiudoJN994D+fQQ4dw7KiboX338opSXVz07rYbsnqEwfgw11vBVl+vqL36mH9YKlGew/HlOGq/7AvxOd1ZgxNJve6tSKQX9Q18Y0AoksqGkNCirn52OiH00jC2z0+vNOvZ4zC180lyLlFTL6hP5QX0mu9kCAwqFPXzB/J/q9xY+IThx/vIl1al1Qq1Fv7dF7EQbJwEVMPr6vKyW6CxDIaTCpcLDicawd2mGfU/c913oSGYwzWU1I3N2lCQY6I7yeyYK+41iGk5LZn6Pvf7zytOgJS6s7lxoIUEZL+/XzfAjs/Npsuy6i93O0AIYxYDrTgPoE0X9TrenBei6rv38faMPnbF1PCaNJgrSlr7O/p2EvT1TgdSOhhaTBidTnRM/Efk10JlnioJv9vcknFq8lqxDM6SLXJqpdoLJ9saKwMkd2nV5bQtdiAGfg+Tk9J56eU6eH1LtXu3B44LUmrcDgdZB0UQODSlAXVaqim/BcBgO56tr2NYID6/6GQpUoWTjSMY8+dvYs5CyN7ieMcumHMbqdo+JJVVZDpqrHh6FXGExEbO62uP79Lx3/T6LviH9c9HMY106j50NTWxA9BjNl1VnBuVDQrLQHWd7BILCgPjV6F5uGfD01o87LbRHNyh1Ka2bllKXQlNdbiDMu1fX6AuDW/r/XK7XtmqA++0nAKci8UbA1qOw1en+Y1XtpTmFz3YAOsaHzAqaH1i0MTWro71spg9+SS5MNvrtEfwEzRrZF0fzd1Dfw0TVqp9g7NIkMMAcb3tWnEEQnmmE5WJGsRMzAPzunldw+v34f68B0XIPoN6HrwawvUG+mJ6Dv2ApSiAh6Lk6n1e7uMNrYfsFof8vlzkzJFTWN4Qerzz+kdZjhT3iVyjgF4oU47PI3MTW8HZDSghM4eIsJNdWrcOxnTEo/D72EXheqi2Z5acB22GjMZ3P30aQGjlE3mkQg93kXh0/S0eeQVVYEXs6o3bstqAmpfE3f/xISXG0YZLkprHa8G9UeVmNa8sZKKzBYBQn4wN+MgWek+5xHSblU102326kZ+5BDo/P+0PKDdkay+jonJ/vAG9dtqXOXtbQpb7PrBtHPZfXvyXAQDavzNbAEm6kG9cUFHpiimptjP6V/X/qm6PeAG59zI745qUbog4Oq94FC1DZ6vddH9QD3wKYNBvQLA8uwj9zfA+7xlD6bcacGlVNJhdK83hL1D4ve7lQ4QM7WrNeGkN6LAVAKNmwNcm8ABn2qqIclqWdjoHgkJn0WTW7n83q/JwBvGE0qDrglqytnK8+Ivt37faKTknNX0/rpwbOeQzPwN6a0QsDKoQ8ZdBfWEnOYM2UMZyvp2n6hotWk99k/IHrMTagO7BygR7R7nAI9HNTPQ6/uEppkD7K4hJPc16P37+C8ZoWzEYXtJUtKM50vjYhOx5ZiWfp7Hgx9v+h3dy5Pt8o5DcONYdEbeP8QZmZ4cO4ROtXADZ0D1YAT7tNKFQKKF/1XDRBJkMHriHVQ9PUlfR5BRIrjpUVnvMOnQTKDVAaVa8N6bRdyei89SK4l0FjP+TC/f0IXNxvPH+i+unqhlhW7Nfn4exbLsgaMMX9ljOkyryQ/PmHb9h9YlpUwxvy9MWbYvELq8SHbtpPWK2DkPzDGvMMYUzDG/LBt2wde/ayPG2P+7asf/du2bX9yta77SshAQDMvN7iUr7jTr5uKTUXtXnVET6FkXUbDZTcSBzyAHMhyThXAZw2jsCWqBjc8q9dfRmNSO77fBaMQ7tJNP2ilRH9hAV1iEFY0tvoVt70/p1ArzBszAazyhTIH4+iB2QHn9QMDen2/cFbZN94R0iFYXmQe2WPRPEchCPjCxbzezOtLW0SvxDTzcjH5sHk9hRjxDyQ2i35/l8IDNvdo1pGSH1PubzaQPo7JyLvaflh0Mot0RtRZ7ELjuh8l7R9paBD/943/S/TnMp8QvVUhuLKy2X236GvDoE1EBedMMvbd//bCzkyjQdIFx3AXuNIjPcjQwo/l0KfZsiYwaoATfKxNExKzYD26pQ0NmpiQ/ui0Xn83WG82hdRWsKJxe7s6ljmQOACxarxg4OKchamyXu9UXgd2cdghq4kNVBQsNNvusu4QfXe72smb12jQHhlUu33HrN6/Pae0mvjItFY4np/XHD5IkJaQgARyWhl/pKgVpphR21Vz6nrC+KElEkT/Ucitn0dGNr+lzjoDO0663hBa/P0kFGlHhoVV7RwYnwiTeyat8N8fCOrq2tGvGM4Hd+haLuVQpQc7XEsuXSzL+jljzM8YY+rGmK/Ytv0rr/77rxtjfuzVf/+Xtm1/Y6XPWs2KQc0Y84u2bR+wLCtsjHnRsqyHjTE/bIx5xLbt37Us69eMMb9mjPlVY8zbjTEbXv3fXmPMHxlj9r4aSPx7Y8we80qA8aJlWV+ybfvSugBfR5mpaEnT7dGeAiBbzAzmEBCK0+XXx3QhpwcAm33ZlDYY0AOCJfCZ4vLDTzrAc+dApoeNSqT/RIXVhIxe/8Zx8Id79HpHgYc8ktQDYkv4QdHJAhSEwby1U08E0JWbKLConHtwnVFnmCX9CwW9/h1RPXGbIQ8LFT0sz2fBrY004kJGA4WL5vUNDDJFdfSnUYLen9TDOOrRe8n+jcdmUIIGBeM2W1lrKkjVMItIYXMzoURZ+PlZh5bQvR6tll0uzvqfu8TBwjSMAXBjeeLEda82V+MKoFycgt6OqdhJOMp1JCkbVayNKhxr0H/2Y2+SxphEAoRUMmGwOYJm18ryxzMHoh1CBv3t6O0K+HQv+tHcS6rgfr9WazY73in64eRfi+4DNMgNyGm1roGGG0mGOBNaONdyY3o/To9zxoXez4UyZr7g+0K4vUsbbtUWvyuklXLCcc6k1bEvhlOiz2cPiu610LBbU9sSRHX2Yl4hxaWAngUUV1PkcCGni72OPj4mF/e26dohY5fXqXbxQkHX0lbspUoS7HtI0EywN+wqlleaj6+ukoFlWfcYY95jjNlh23bZsl6BeViWtdUY8/3GmOuMMb3GmG9ZlrXRtu1lqS5XLTCwbXvSGDP56n9nLcs6bozpe/Xi7371bZ80xjxuXgkM3mOM+Sv7la6O5yzLilmW1fPqex+2bXvBGGNeDS7eZgy61q5iYdmM8IoS2CxOZHRTXcyrQZ/H9FTbjonOMtcC6E+TgC6NF9QxPwZv6aSlzb0/1aE9DZ04gNn0Z6Fk2wDvfxZzF1Jg+zg0rwb+sfIXzHJi28Oin8/r94/ldE+8MKevv7U3JjoHmO1I6PNJ4UDdFFoe136uCfvMIK0NBpoMSE7zxmIxSY/6pxO/LfqHq78h+sl0TPTzeT1wOr36LEjNezD/edH3hH5SdGZN0wW9gWU4C9+aBtwkpdNzZxo6LbcOGGBLLk/cTnWGCnV93ut8HAapr881YZEnirqvRuHoVmEIf+U6tZsVZC0nZ7Uy+MSsrhXScXJvPgTHb1NKEwhvxWBHAm1eXkBQBGjRlFv/gRPZ3wJqXrIyXUxqxvmrmChfR7TfLFsAANjvSURBVMlkHpVVBgKUTp8OlAsbddyzbjByNdDPA2eVz+NESvVdmEycr+n98WD4Y5dHbQMDuRKy5FX4TpyfM2Kp7ehpaCC0kDtilhO3pYFX0KXOdodbE4qUxwqagBzODYteaIIihazlHe8g4K4RJHT8qKq35ZefO8CEjBtBbMzLQOXNNeDsKuw9/mljzO/arzaq2Lb9nYP6PcaYT7/67+ctyzpjjLnJGLMsJvl16TGwLGvYGLPLGPO8Mabr1aDBGGOmjPluPa7PGNNcOxx79d9e69+vWom6lQaPZboC+K5PgjWItHakD/UaNYBlBBbtaDK7Ia7fn6/pAfVSQYsv7egxuM15p+hhHFgpGNQ5sGF0IFPkgG97Lq8feB5dW5mqHlB73e8SvWTr76VDQBpBNmMXGvr5ZzBLAC0fph/N45vCy5f4E6jgRJsyYweS+t4yvwxCHPPlNgReadlXe1n0wYo2rfkBa8tUl4fm1NDczGd7IqOftyWiOqtvHQi8NrvUlByaVZQi4REtuTwpVBSC8LTzK6I/4H+/6Gy4fXJ6cX/U4bgdqSvmfcBWO0zJ5dRZem5W7d4AmFL+17h+/k73sOh7nNeLvq+uk2hvKO8RfaHMQABJAjTX7omrMxXCnIVURX/PGBpAn56F44u9lCzrXiwvn1RcIueSSs9JUoidDp3BEkPKPQtu/DwqNlHMhWAvW8St50BPQM+5FNj+yMU/hern7jZ13NcEcb+r6rg/Pa3nSH9MG+vHko+KbiM0DDGQamgSZqGkzdttfqUvdRrtoShai4FjAFS3bOROVvRQ/vSFmOhrcOadV4SmiWAGxmRKYQLdgHSSvjSKZGJLLlk2GmPusCzrd4wxJWPML9m2vc+84is3l5r+Sf7zqgcGlmWFjDGfM8b8vG3bmWZec9u2bWslLMA//Xt+whjzE1fisy5XhhpqMMbBR/3Wbt0kO+I44FKaVftCVrGdW6wdooMgwMQQGAwn1LnyO2OipyuKzXwyPyL6elvX0ZawZqpIKZhBc7EFMKRvg77+00YpGvcd1u/75pQ6vxdyaoQ8wK7O44Cbh83p8Xvwuj4f+uaEfrUhizkcxLRdZOo4LKZUX9x2fqcefie8asAfm9R7nfBpQ+A8Dpd88fUNDIbjOtNiq9GsYV9I7zUb39lvwwbKtZYOReIAsvf1p0QPYe2nwac9hMbwcTSgkDig2IIOrarc4NT148Zx0OZVZ6sZBhgGtOe6gjpKSyeU677t8WkG4sa2lOh/fV6hMTf71fF6Sw8HoOn3DSQVetKPQGN3XH/bSEH3yqEF/fxNYbV7E+DtZ2V4b0Lt0gcH9fVHZ9RuJry0i7o31id0cvHZ5JdFZ7Ox19YonGx4KyVwHKjQRDDTglnm4W5NcN1vVD47o8+7nlEq6BhYJK6P6vcNwc6Podn9OWBY95gbRa/F1Jb7bD3now0NTIPoKSig4tKJyni3H7TbhcXP9zn1t3UBHkxI5cYwG9v1t8XRc5BE1fzRab32dgQKG8FStKUfU1OvYrGNvVpQonbLspo5fT9h2/Z3m9wsy/qWMaZ76Z+Zf2Ne8eUTxpibjTE3GmM+Y1nW2v/De/9JsqqBgfXKmM/PGWP+1rbtf3z1n6cty+qxbXvyVajQd8LicWNMMyVJ/6v/Nm4WoUff+ffH+V2v3sBPvPq9b2ihp2JAQ4ZFNF5Ug7kW7BoRYC2vszUQ8GH661nQc54Ey8+NATVIfXDk12By8Z/PKjNL0P9u0T0OTIvFwDCOOy+Byj2oPVfGDTpSThCdAH7RgS6IdAVlTmSi8vA22336+WGU6C/m9PP8YA/p9MHIegF/QJm0ZuvfF5rgLfytzGL1BtTYny/q4XERvPCvt/gNDi9UX/5m4TOi7/W8T/ReTLEuozpWAl0oGb060CDa3qdruxNTr+tjer8zFV3LnX7F7bb5dI7CJIJYNgi2ZHlxO9WZSlr6fLsBJZqC89to2vuPTOla2Nuh+jYMs9u+UQ0Rm43zU+zF0td36NYzuzvm9PPgqJ7LK+ac82WY8d8FYoEtaMQm5JJzCMoNTmzX14cSKdE70UPwFComZWTkg+WY6NGAJsBSoAs9XtEM+SwGdJ1PflX0n/PojJNpnCO8v7MI+glh7Y0rPekvD2sgcDSzfKDSj3OTgzDX4v4+0Ku2cL/68SZexFwIS23Vsew/iv7++M+L7rfv1utBFWC8qNcbaGIvzNf12jPot3EhqDmSZN8iz2hdu11I8Nzeob+tL6JBWRBwW/YF/jOVOdu297zWi7ZtM9b9rliW9dPGmH98FYr/gmVZDWNMu3ltv3pZWU1WIssY82fGmOO2bf9e00tfMsZ83Bjzu6/+/xeb/v1nLcv6tHml+Tj9avDwDWPMf7Ss7+Jb3mKM+fXVuu4rIZMOHQYynleDuz6ku2ACcwlOwpmpoVn3kK3YxXBRS5BdKR0gtj6sn0/WIPJzbwqoM5QGv0KqGhM9ENDr6wdf9OEzGuTu9E+KTqIXHoDMKn829YLoxGq60ch0vUsD56gbPQ6wSgftY6IvFLSE63Nq5qwXzgyjUj+YhwJNDsE5sBCdzSCrCcaonrxWU/Qofv3lZFqzhifxehuaTXfFNUsWQNb3dFoXw1TuoOjzTqXoq6CHYG5cP/8I5hrQ0ewPYkhSFs3V1aOil1YYWNaS5aXdowxn2zxqG4ZCajtujKiD0dy0+MSUZrh9wCj2wxmpgSVofCom+udGNUj1ozdqAHYuFiNEUu3qbVn9vOfnYaeA+/aA5MBGAmS0QFpltRVDuL4C9kaprGs/UwFtdEq/74m87ubxikKj8qUVGMfwOhnNls5EQYIrq/cnABIJD86tmQx5l1QmSnqukCb8bT3L4+q723Vt1tAL50NW/KWCZsFJ2pGrK1TI4cB6wPq7ORITfR7DHYsoWY1VFtd/zXBKNKh3MUfAhzL52ZwGreMOfbbv8GmQ+NSsPovjZ3Ttb8Dk5Psxpftql6uwx+ALxph7jDGPWZa10RjjMcbMmVf86k9ZlvV75pXm4w3GmBde60O+I6tZMbjNGPNRY8xhy/ouAe9vmFcCgs9YlvVjxpgLxpgPvfraV80rVKVnzCt0pT9ijDG2bS9YlvVbxpjvdMD+h+80Il+tMltSg/oY+Ig3lpSmjcLm4ecqXxJ9i0ebf9024CgpzQ6cjqnB2hLTLB1p/G5OaWbjYl4zETkMNPOhmTq+Qb8/MqoHaDmtRsifUKO1PaEl4WpDnbvzGZ2QOV7T37PJr++v4YYW6pjbgB6QtweVfvRsVp0ZDtbhkK0iqgARVFSace9soCzW9L2sKCRcyw+1eb0lGtCgK1/Ww3CvU9dqn54PJoKsZxY9AoGSZl1PNEZEz1U6RF/bpWm6W+G8TaDEXZ/RtZIvKyVhL5hI9FVjiuXlnaOWqBA+sbdd99IQ4CDhYbUNkanFpMJ7CgrtaUdGtwIGrDwczS+OakLl5na1YwvAXRPmNDGjaykPNraeoNpVZxIT3GGHyL5WwutxcMWH0dC5rU2PxekcBqzh+jkHYhCUkz1ZTULMu3SmSsmhz8omD39D914GgQYd4f1FTWSOFHRv3t+t968LpBfH4JgHUZEhq9REXtfLLKBTUbcGTgtgXCOUiXCbBUsTYBcyj4k+ELld9fCtZjlpR/8w4TwH5vT3PZ3939/973vDPy2v9Qf0HOEsozHcG1b2ikb1uZLa8Q1h/bz39CPhgwQNqz9Xu1xtrETGmD83xvy5ZVlHjDEVY8zHX60eHLUs6zPGmGPmFabQn1mJkciY1WUlesosZb78jtzHf3j1R/zMa3zWn5tXfvibQkposLOAC//TWaUd2252iZ6GQc0WFL7wAnTivL01xXl/aVQN6gQqDBP6dUvYNmaMHgAvzGtPwvYLasC9E2oEXpzV16+Pq1Fxz6hRmSnAe4R0ARf+VEZ7MEplZQM5UVBKz81VrYj4GlpR2ZfXCZz9YR0nv7mhcyoKCJSmSjzgwWJUbYYS6b0mbOkfM0/q6w6tPjksQC0uccjO5UrMrdUpNt6ftrTa0pfWZ0OKxGM1ZfpoAJp0vvCUvj/1MdGTZT1gTmT1APziGBa7UT0RULjDSHJFyueWXIKczOn9fHb2x0XvPqPO6HULKdHLTdVE7iv2OiUB2TzeNAPBGGOem9WEjc+JZl00k66N6OsPndG1/f8M69o5hUnL++f0PJ6vaMLl9k51zC+CPe36PgzcgiP7yLgG0ff2onkVmPj9mB9zPIWGVEdKdJetv58MZSuJA71gHrfasg1OrR4lAAnF2AcziqTKkaTer1M1vb6x+mHRw/i+0zgn+21NkG2JKGsQYY1jYPebrWggRGKIi+nHRWdglYvo9Q9WlLq5Db404UJvi/zsd/973NLPmi6qjzJva9DnsfRZjaR037pBM5w0O0WfQ5/hNycwBBXn1A+uaU0+vhyxbbtijPmh13jtd4wxv3Mpn9eafLwK4nGpweOERAuUk19N/4Hoa2PacEnub0rIKGi/aPTAe7GqmRhPUjPgaxDdn8moY3+qojjqwfwHRCff9wBo8+4Cf/b+Sc3yMuMeAPSmiMzZZEGNylRambc2RbXpa49Pce09oEzsR5Z60KNDrr5ZVCagv5jXLPHvRvTzyV/+Uko/f1ds8f524PA7lNRnd4NDg5JD9kHRX+9AwAKr0Ejq66J/sO1XReeETPZ3EJuanVfnZsGnWeHhhga95HAijjuKisRbevTwZ3N3AUObeAByqFNLLlUw/BAdwvNg9JrI6V4dbqp2vmud7sMispDPAzPPOQcfYTXCrXvPAajPybSurbv9GuQawDUGA/p57+7Xz/sLjStMtsqKAIe9Lf/5nBGSB468J6bQqiFg+D9TwswRhzqyl9tPwwqCbWvFJYLmX7IyHUXgkkPvWA8GlBUz6sinEQhk6kosUKhoz8iUS2GEvZX3iu4EBPW0QxN2TOhRGo3lmXhmM/tFP+PWhNZgj/7e9wzo83ypyVRN53Vf9VnqMwxZ2n/xSEGTY7Gg9l6lCxr0zDZ0bbV71W6+Z0DXMoN6DjK8msU2xjSuQizRlZRWYLAK4sVEr21Gm4fZPOuPauZmsqKZjZBbDdp0Tl/vcenrcZRAt3l0kxKzT3YPDu5Z29ASZ9yry6YCPmpfHM27baoHUCGooiTLYSccINbp1+vbGv9+0acsNfh9dc38LG0mNngdk6IrWuC6KaEH2hCa1Dhw7saEXm+kCbtKOEABVLKHFtTxt2w9DEJ+hfLkivA2rrC0h3eKvttxt+g72/TeDQAHnfDovcrDmTmDhsC7Le0pYM8FudedYIAiVew3kLlic/d1eX3WL5T+RnRmPenstGQl0edHBrQuDHUaL2rWvVk2dipsjNS0tBsdgJ4QatLl07VJaAjpQCPoVeL8FSYIOsCYtR6kD8dSupbeP6jfR7pOTr49mcMwOEDuySU/ACjR27r1nDiS1AqIBTt7LPlpcynCHgMHkgz7ijrp+EG/ViNv0EK3OZpCzwUKzZ0+vR+J9E7Ri3WFjC441FE/bWkvH0ks3HgA7Q11rnUiylLh/SCrE+XrBZ0Cf2NNJ213YDhkvKnEkitqlf6pqsLM73C/Q/QHAvrZ47YGTRexdtd4Y7gWXasJwPzO5vTQfX4eHOgteUOlFRisgvgxATKHEuHNbRo4bLLVAJ9E83AGmYV1AeXLDoClKAuc+mfm/pPo74r/iuhrw3oAzWF++umiYiNvDyk/9QwydSVw8zvdNKiqPzqlFn3/gkIChgNqhJ4ua8ttCJmnaEMDLZbEN7v0xExjDgMnZh6qKRRpj/19opfA3pFw6fM+l1Nncmtk8fPnkCHlFOxuBEFOTFVe7UCA4nbos3pXnxr4XXF9dmzgmweWdAxc8hfKClt7Nvtnov/7db8kehYwrgnAR5iZ2hxT/cU53SvP4/vaQrrXmMVryaUJKy7kcqfzPoSsePN0232AzmThmO9b0Ge9E/NcbuhReEUNzbpPzald4dTti2AGdiCDnPDovmc1q0dfNjcBG9KDSitZgjg4MQ260iJIHKYW9Nw5hIFn8+D5P1HR+3Mqp9XBSxU6vtW62oqSBW579FREEMjFwQaXxvW/OK8Nszn0+nXhHMjZmMwMW3e2ocQD8VpMX7fVNnjRWF8GcQFZnepg4WDFwePSc3ASOYk62O8mC4v3O2DD53Bon2PQpWuf1ZDjVd23jbpeK6s1DTxr9mMwaN8QXj4outqETJPXmrQCg1WQjbY2LN7XpZtyc1idEWam8lXNdIyrfVsySp6SgoEj//RRsBoFiztFr4DIP+HTrDTYOk0ezlcZGHsPDR4OLMQhZt6hRqi7ridovqHZi4zRJq8+hzZ1xRzqQJwGw8L2mB4AUTR1rfFo1ppsJWwWJ7RqA553M/84mTXGMOV6a0ydhZsqCisb974o+mo3w5bqaAyHwZ8p6dq9WNDD90hKf+8Cpqv6jf791qgOvMoAObU1ov+wHjjz0bwepofT+vnro5iWmte0ZBQD0Bacp0Sv199cbBpvtAQxJ2KDpdU8DksMgEmneZgjKwR5BIkdPv2sO7vVbiQG1E4W5tQuncKjHUTxgqwwMUBfSNLQC0ef/UFHUvr+ETcw+bAVXSBNoE56zdOgsWZQfTyFabSAd9RqKf18VCvpuC5ktbLt92r/UVdAbVmirtCfB8Ft3wXmmttTmgT48Sc1IbcHA8oen9OsyxhsWRrnTntdKwC7I2obcAwYk1Zn+9HK75vlJOBWSG0NgYsV1MAh4tLePp5DHIR6qrj4+3wGU7xRWeWgyZs79Nzpq+lwukML2jf5+xf/m+gfLf2C6Hd0qtMQAINXodrqMbiapBUYrIIsgK3h72Y18/K/2nWDczy416kGfN+COjPHMcKxP6iv92Iwiiej02fdKOfHPKqHMMWwkVGcewzT0JkNINY31qcG+U6Xloy9DnW+hkPqPBDb666qwe9Fkxi59NcF9P1hwFfCmDhKGkCfUz//s/MnRB8KasWn14emxZA6q8czi9jnXTFQIHr03jFLebCqFQK/R3HUqx0Y5ErKy/PMNGBkPXr9IWD8vaDBW6jp2hjyc2q2Vs9uTOj37elSZ28+rwcgp4hfF9XrISvUHf6PiP5s8fOir3YgcK1DlWoNMJxhrx4HPGTrIGCITf1HY4AczoGOdBZMKZ1dioP2rgFkMaJ78W3nVB9FtW4PoC1dcPw/elR56b+++52i39qm13ce1MV7O/QcYaX1KJqpyaLEycG3DGrGuljU17u8ijt/ZFod+TNltXMFMHgVytrLtiX+IdEtnDusFm30qy1rS2hDbGSv7o0w6Dk/FdYE0f/Yp86rG+5OxGCeECr9lDQqyWsjer83hjUJ8lRBA51aTZ9nh6X9U+zpqC/pidDnRyhZGyosb+1cfJ4vYcpnpYHG9rjei1va9Fo4E6MPdjrm/teiD4X03jwyqfv4VgQKR9NvrkEGb676xqVLKzBYBQnaumn+/SZ19Lf26wavgEP48Wk1UA8vKGa+hkzOPWF1pDu8GAgGnn/KxZwezieQUQ9YGgnk0SfUCXYEZvIw08iYlKr7k2qUTqZYhkRmsKHY4vNpHZTzQ53/RnTi0k+m9AfMIvPXicxfG+ANH0ho02Ee3ud60MF2dKhD8v4mrPAcmELe0qNb8lgGXOq2HtYLDj08V5uliEwkVZSMR9DkxoFtX81pheMW707ReaCcxFwDcr239WrQ1eVTPXpaYWX7ZtSbC6HfpGSrc7fBd5foh1FSZxZ1JeHzcSIJQGfpWgsMSpgk7QUE4aNr1IEh01Cp9tqZxTVBzCcBfWhgUF93xHXvVSf0uw+m1LBxnzNjPFrQ9//JJoUcVgApJRRoXUiDJg7smgJP/3PAZd+UQEKiW9dqqFtfd03rOVGZIs2yqOYur5IsnPZpkmKipHMOhm09lzhPh8L7+81T+vcf2q6MZc71upfDG7TCcPcIBnkG9RzkXIjRPGitcT3v7if9qT7PF3GObQ9qpf5wQWe+BBrqJ1Qcutc3GT1n0kaTJNNFuqf6/J6aS333v7vcr92rY4wx3X7Mk8ktD4MrA+WwKaZ7jdS6GzT3ZzZgxsgWLLY/vopZoG1zVdKVXlFpBQarIAmjh30cTWc+wB+8NXV+NmAq4Hq3QmEyVf08Tkpm5mpLRA3Wy6nlo3NmdjK2Hlg9/uWNRgVQIQuAwkCPXu+DfXqA+ZwaGP3y8d8SfVNCD9zBmDaR9Yf0+gn1SQALxUzQ2RzmNMADeGRenePv79WScAFsIByE0zyUK+5jJkff+9yc6p1edT7WlJTqdtbxsuimfmUDA8pZWy34Nodm6daF9eZvziqr0K2deq/dKHFPFvT1GoLERhWv42GTmSWACoYFXHIATDRTlv6+eECrb5fac8BArQHMvc+r1cRLDTzebFIGpfYZOCRVOM/NPTlxNNPOldFT0K4ZWlcfnKOQPmsiNHfGdG8+jIFqbHbt9en1ZBHEBKqEUNLO6GKcz+kXHE5pYPCOHk3g8PNGZ2Kid5XVGUujunYmB0cZdKkHbKXZnsvpIEiPS4Pwc44R0csZrbz60Hy8q02vZyCgWevMUd3b8bVoNl+vFYftZzQBN3VcHWuQPpm1YOdjBcrtWD5J0e9XfR2gQue9WgHwwP263qm2Mwe/gEiEUo0D+fR+3NoWW/xbnHEdGMp5YF6f9VpM3Sbz/DTyFSE04q8LMjmp71+CknCsSK3fktdRWoHBKkjYrZtu3zxGt4/AG4Gcy+sBVEfZz+dYPivrwSZrB0PAJHoWDttKPTZW2if6PYBXbAmrVYh59Pc8Oa2ZnMQ5NfAciMYJnGhxMD/Q+RuiT5X1+9lcfAZZZvI7H8Lgv422Dkx7KK+czTtcShN3X7uWiMtwRl9cUChXAFjf5iaxfbN6mDIoaQdjUhUNZuMVbVAjV/Zqy073sOhkuGJ1aUeCWUPMzMBh/Jcz/1P062I66iSzoDeojGbuc1l1phbw+vOzulfOYWr56QWFEq22MKN+rUvUqXv/8Sl9HjcC69zsfB9Cv8imsC62tbtSolthtUuNUX39yD515L45qZ+PfkwTxOnJgWUjefQqwVnqgHP01Jw6emEXgiRANsdQoSghi8uEDZuRD6bIioTApqp2q1DVjHylOresfhLECBOYEUJWnuGyQo/GCrq3PWMKddp9TK/HicDPh2bzJ2dBirHkeeo/WLBNZ8D6NBRAr5l+nPEDNjmfPSh6Lqa9iJm6Bm4b3drjEKro+tjbsfygzRdmF8/l+YaeC378FvoUE2j8I/yYjfbzDa3OGKN77fqoft75jP6WNaggXN1iG7tFV9qSSxUanOPAz/X51RkklRfLdByNTgYBHlhkJ2iD4767TQ3oSxj0E/CoAS6hedgJg+4DW0S/X78vk8GURWDuhxMKvXl+QZ25VEXvz6hzRPQ0+Kg5sCwILOlWs0f0KYdiZa9zKWUlsakcbLMhpEfCiazen7uRWYo20SImPPosEpgCnQRueBKY+KmcDnd7vYUlVR6OnN66OUyKSF0rF5GxvzmotHmgejcVVGOcuNed+HyyYWyL6wE5O60NlcmIBo1JTG99vQOxa03WYIbI9w+lRE8ENAnQPKTL49C90wPoDdoZTH1EP3tqnz77/3pMnZXd6CH4o2lNKPT4ddDhUEDXngfO1iyGPkVg9+/pVDt4EtChE1n9vMcn9ft+ZB1Yj4KaAfKBISyeXx7aQ7tfwoT5SxWy7HAmSjW6PP3rWQyM8z6ptmTrLQoxdYZ0s390jfYHPTqt5/BUUb//Q4N6TnXj3No/o+ckG2pj3stzr+hH3J7QBbk2qOudfkN7U1WgVtRn3eYFSURJHfMySqk5S1/vbiiK4R1dem3XoV/Hj3tD2BUZt1ryxkorMFgFma3oht0NdoQUSspnUSF4fkYN8gsNhSvci6FXJxF4FOv6fVvDoGkDe0XQaAm27FQDGAAumhWKthWC55fnFBp0KwwahdCfPnDNf3VCs7hBcJ/nfGrE2owesEHMKWgDdvOJitKzbjO3iP5ySp3BVEXv9wcG9Pe5AF9pdl7JXPKFixgtH13eYEbx22eRtVttafOSbUJfT2KyMZuBCWrDIGgz4lC4Qrpym+gFVJviIXWGIgiKT2X1WX1uevkMPaE/rUDgyspUARCHsN7fru0aGLTPLNqmOKZY9+3Uv3Wvj4leG1O7MAPH+30DuvgmEFj8Up8OTtyMymnIDbY5Wz9/sqSb41we1cKMfv87+/Qc2AmigvNIQJzLo3G7Ta+HvV+scFysgHHM0r/3ubQSernVLRuBBxMuDViHCdw/HwZVDpxP6etRNK4jMMJYAvPWbrXb5wFr6w3r+rlvg5JonJ/Uc+6Pz+rz8bi10jwPmGKmpvfzgdh7RSelZwfmbnDAXcSzaBtfLqbktZGK/pZeoxDGstG1NlVXivC4pb/1iWndez0+vXckKAnB88wv0zt0NUqrx6AllyznHTraJFnRAWdhpC3pCFNmC7opxxrKrd5j6yZMauLEbNZEmFkbVIPyA52aJf03p/5O9PGYYh8tS0vuEd/yjv5TmEA6k9QLGhzQA+nj12lD7cNnteF2vvxrol+oa0k50FDnr2D0gGsHfKHSAOOCpTj4cRhwYkHv6tK/XxPVzNTxWTWia5te5wCuqEevbaHMhjiw/DgwxWiVhdzc65asLWaKNKhcHwIMDXCKadBT7ra0ukPY1rdndG3tRKBAYVbvvrgeiH80fWlDm1pyeZKu6Pr/zBntUvy569SWBm9f3EuOF7Q/w7UWvPzf1ARHBWuLMzU4QIw00psi+nk779Ig3EJUvO6gGuJvw46V4ZjHMfn3RJYJGVFNCRBJwuSOzKvdGQoi6ALEdBegVs/m1e5lS9r8e6XlcFW/rzGja2FjlBUY1cem9fkn8mprsug3yuF+nsZMFVLn9qb08/sAzSJN9bxDe9H6Q1ph8ho9pxwu/ftjoI99PxJO6/p1fRXz+vfts4tnw4BDn+1Je3nojtPW37Zk+BoyOm/tBSwNxaV7ujBVHN/3iTNvHlaiVvNxS74nydXVIPjQFETMfx2b8Ln6s6KvCygzSh418osl/byUQ3fljqyyO6yD88Ys7+aYNvc2ABDJoOIRjasBbvOAdg3Qpgqa5C6OqnM3mkPJGPfvdENp8Tzgvp9xKm3dJlsd+Q4/JpqiafFU7tuiD3t1joELnVRb4DC0x/X358qv7az2+PXe3dyh72VW64kpvRdzReXVX22J+NS5IQNWGM5VEnCAhI+wNV2LbKA8ZCuL0VuDmrW9o0udQ2ZFD8zp2tq3oNdzLK3Pqt2rOOhk5bxpyerJV7N/IvpNHT8n+vkX1Rlb37lYEfLfo0Fd46KuheNjmsCYwz5cj31bgKN3ARj+hbLq9TyCdAQmkfUp0QfQ3HUMcwUIWwbD5P9hjsLyxzfpVQNODP8DfCNT0d/TbaszeRZ7PwNY3eVK3Sw/NGs3msHZQ7FvPib6Lvy+FJIGM2D1+eTCt0S/3XWP6N3IgpNV6mxe10dHQ6FGWQQKUVsDtwwgugdtha7NljSw6EcgkENPxssLi/ez1ADBiUOr5AUwHV60NBm50dyq3+XQvXMyrWv/+jj6H/CsMthr68JYy7qVW/I6SyswWAWJO5R9gRWBZi5uY4yJgUf/B+I6KOV0GnAGNBnFgWXMANpyYA5Nbx59P7nmN4JfmT0Nf3leDfQDG9Sg+YGTj8P5/fX9WlK9v4dNevr5eZRIH4gMi74vldK/t/Tz06AJ5AC5/qB+/wftD4v+cEkDtWermqn5qboOovFH9XkNNfT6mh2AIHDR6yt6uBRQYt0Q1dfXN/TwOlL+W7OassO6U/Qw+kt6kJUsw9EPIzDwYeYDJ93e5FSMP9ktcsgCjhZ07bMhcxTUvNMOrTb5ADtzgWt3pWmmLbk08XvUed83xyFg+vrHv70I34gPKvRi/4varNlFjD3sLvtR4oBm9Pl1r7H5t8FCKewqoUxDJ1Oiz5bUkev2qV3v9eveZwWjX3+ueXJGX78xofeSzakRQGsKsLOPF7V6drkzUthszJkd0YYG8RnAEPn8+kJqaxLAzYfBBsjAz0JC6Tan2tITjRHRtxY2ih5ENbSG53PMKItTpqgJrQ0+HRrWY8VEz9laMTma1vXodWjgEcTzvK1r8fc+g7VBWmi3Qz97Q1kDgWNZrTCcb2hv21AIw+uQ/Bwt6r2+kOfafnNl4Ekrfa1JKzBYBVlnhkVfH1KDRm5uH5yZl1L6WBbqesCFHXqgjBfV8R51asn3FqfyIZOuNIE5BF4HnDnwupXqahBfHtVGpJsieoCwovDWXv3+hYp+/pkcMlsouXNw0eGaZno2BT8gepdz+TkOHZhTwExQe0krLqGGOo+kVOTchgDwmhMXFrMrHjjWZ/HbCTXqBSWeO4mGRkzLzBaUZYe43kuVPlDVDoZSorcldG27cJifmNfDnwXkc8i63dCu79jbprCzwV7V12AmyAsX1Xt6oFfX7g2VYdG/NKNZvbxTs6ZzlQPmSgobMOOhLaInszql3IG5B2/2yctRjzo/gxjWeFPitec4TJ/RfThR1L3zAkgMvm+dBhKRqH52GQO/To5qgoEwuSf3awKo46gGFoMYqGYhqk2jmvZ75xWa9FubYqI/Og+7iK28LaZ2LAxHsRuB0lQedKi2wrY2BpSE4VD5k2Y5WWk4H+Eo7Nfh1PP1EUJuVU8isLqIAXHH0UOypKeiqN9/ylJnt83SrPoYKkRhDALNcGo34DsVt9pGMv1MYS97WQlHz8sz8/r8+jGY80LT15Fym1S0lDh6x2YcmgDZiwQRh6sNgDSA/R0dXi1/PQ/mxpa8sdIKDFZB2rx6wHDybWebHhgcZBOc1U2zIahNauMFDMIBZp7QmVxVjUAAzbc1GFwaha/knxL9erD6uMA979bLNZ6Yfv+eqZTo/ziqBpRY2igG7Qwi29FR1cBnHicmJzmvCQPeAuebWenonJZJ60Z/jw331oWGYXePft+AdxHqVUrqe28taw31q+N6bybhJ0Ua6ii6cThfbiBAyWItsXzPaasxVAiOgqFqV0ydlYRHP39TWJ2x3nY9PAOd+v7SPLKuAf38AykNTM5m9O+PlR8W3Qtu9istFhr76TxZDlD5vskDAUquqoxgPpxIL6d1Pc+VFwM9H/pFhtF4ftdwSvQMgu5An/59ACWAexb070/D0WTD5HWYwh3s0L1XQbPwzd1arfp0l9qR56d1bdzRrnvhKxP6+kheP39LZCXGMDQrG82I14GjHgdD11xGg+TO8E7RPeh/WolBjexwlYb2vv3DKKhrA7o2UqgwXAeWoyNIiHV49O/dVT3XcoDsni0qRLfNFxOdA9ouZvXc7AhdZ5aTAbeeM8maPm/CSvciaI6g+d3flBA7CUYrkjzMo5dtb7vaxR1xnd8yivkyTvgA7Ldg8zF7DLp8b6aKgd3qMWjJpUubV5f9khLmCn02fYj8I8jYb46y41///gzYLQ4UFHPvLGuG3xg9IJJl/f4hW0ueu9s1U3Ewpd+3B8QtILNYgitv8yCwgNVgpodG7Ezyi6Jviv2S6Gzymy6qvhW+XwfKoNuj6nyPZPX6Z0p6wTbKog5ka+pN/ocTg2FqdRpcvTZWXDn0xmvpjyFjU744Yi5Hxur6feWGQj0WgOM9klbnYDDABk/+Xv2BJ7O61m8I6t+7uvQAchdxOKLngdNMO/36/fdWPij6S0YZwdDXf9nCrGoyd/QKf8PVLVuA4+5DtY0wx/VN1VZCRdyoTtWx79vbUc3q1kChkUTjPBytdu/ywwLJcjR3RBM8Qxjk6Pfr56Wx1rsRVH9rWj9vS5SOPyCm+Hsbztk8YHglQC5XkpBfHXdCaNtBabk2oI6xAwmVGOAst7droPeefnXU2YvGgXLnMIV9rqi24GxDs+ADgKAOBGKik/iBUsFBHPHr/agjSWPD1mVruh4mLb2+d0cU4tsG4gba0mTT8Me5kn7XF3JPiP6xhPYx9oFyPOjCUFYEfQMBVMswl6AEH4g+EYfJXc3Saj5uyfckR9N62P/yDcgkdcM5uqgG7WvjesAxI9+OtBoG+Zq+IBxVo3CKIwW9nmxVHV+vAxSU4JZ/dk43/YBfA4Xx8xoJdPXo++swYMwmICm9JEt+Pqf/sD6uo+fjGDDXHdDvy+J8Z8MrjeAwiH++hEE176hpQywnPVtxPfAtx6LRLYJ5pCOqzsseONqVBjoQQS5Rbehh2gUc60hZs3J0TFeSF1LaLPrjg/9m2fcT4//IlK6tnoD+fgaJDIySs7rWPIDlzVzUhzWKAWc7UL06kNTr4SCgVvPx6sq4Q7ntS3WtkBEC0ez8sNF8/4wGqbf2a0KkDmpgGwmQ8hTmkSTVjpF04e8vqGN2W2dM9A8OKyzNE9HPx5zGJRl9BsmEUBYR+JxKq3PW7YUdxkwPPwKpTRG1U49mdUBZqqA6p3JPu9Q2Xe/VyvUwGkwzsMNFON7r29VWdd2g17+ppIHW+EH9/sKEBianGwole0dcoUKcDnwxr/fzri7OAtD3TyNBtLNwv+iH7SdFj6MnIl/T53GzTwOBF+bYg6K2kOfohaYBey/kNMiwUfUeDupns1KXrarOqvo/wIfZ3aa9WHsTei/ZD8HPa8kbK63AYBVkIICJjT4MCMO48QCGgbyjTzfZHFhznp9Vi0rnqoaMOht74miwPAEGgrV1LSmvD6vBbfeSkxiUmshEgRBhyYH+NxNqtG6NqFFJgy1jFPShZRu0hPi9DATqeJ3OK8ucMbd+/1BDcfwTGDpWz+r7yWLk6V58/7f3K8b6QgGYc/fy1ZS2BmjoiqAURAbW5tSnSxRWINA3v4R9gjpxwxtCy9PYvZTSw3MeQ5naCurIxxLox0Fg8HcX9PM2oFrEYXb50ohpyepJrqZ7/5tTupf/gzIzSxY8A5ag7QmtZrVv0rXuuVn3Gstv9RN6LXS0CDns8qmd3xLhhHPYFUAiIz269mdTulY/cQaDGWPLe0/xDn1/gSPkIUVAiQ6lFSrjvkQY20L2sOjnnMrmZuU0cKvg+khycR4wxch5fT6BTbCVqDAYjFm4M6S9YhMFVJhwuy7gnHlhblj0HQl9oAAKmIyFXkKHBmpkoRoK6f1O4JzdHtX1MoiekQn0Kj6zsLgfdgU1SLrBUv1UhsPR9NoqOCM5c2JtWPfi6bTulesBr02Aze6WNkTJ2u5y1QmZGq81aQUGqyADYLmx4BzZGN9aKapBfFITTWa+rAZha0w3IbNq06Bhmy1p4MHJxVGjBjtv9EAdQ0k2Cf7o6+OcxKy/z4WG2UhYP/9fDKjBPpoS1Xyl8DX9PFQwZjIK99iH+zOWUnaIkE8rKD7ne0Uv1PXv2fPAqZBsCK4hi+8htCi4eP+2wZnZ06lfNobR8d+eVedhxKFBnc+jGPpkQS2sfZkl0FJFcdF81nSGppBFYwNfJ/pZ4m49MHjvU2BtKuXAt40DLAg4yNt79fsPoMdjDixFS/i7V1mcTo1UrrWeAspe51tF//5hdY6CLv39nqZMIxm9POhPcZPfsxujjGc043zkrDpLZAH62oSuNTpu5/PEVete7EKltYap5uTZ3xIjc4yoJgYYYhaDJ7dENGhmL5QHrEzbI+q4fgGwtpX2ggNQoBPlR0Q/ht6vGkg1/kXXT4tOWKIDv9cR1tcDg/p5vafUTv/XnM7HuQdEDSVAgYYqyrSzq02fD8M03v8IBtzlLV1/HpzbXE+sGHnBKuUFcQXfH3csBgovFbT6ss2na30GEMzDYELs9mqkwAz/jSCJuBu9XzVQlpfqgBYhSG3JGyutwGAVhJvmm8e1ZHl7Dph/8PTf36360Ywa3CNJPRDfM6AG6/qobsonZ3VTn8moY340/xW9vsAPih5Gs3IZA8HOZMA9H9ADZqiszm+wQw329cgSLlTUGY7lFau5oaFc8497dALlboemGd/ZvUv0Z7OaeTqRLUAX1ZRsvd4eZ0x0NoUdPalG98brwU4SeW0GhmenFOcaA0aeQchuh/620x79+wmHZvHmAYO6VAmCy9yPtRvAYRXGYX5ft17/9XHNUuYB1ziNqd7DQV3LXfO6Vjj5OOjRA67Xr2v/MeC2KQGfBq2FKzzkiaxEbpc6E9d6YLA2rBWgd2xS6FZsu76/NLK4H8ZHYvJanyIKjdmhUBaTVUd54dNqBxbKWlGYxcCwIE7L44CMhtyasR0r6h94w+gdG1a7uWNEr2caA9hOZNURvogGUDa/2m1wVNHbNVnUz/8fo78l+k2xn9TPD2vGihWCBpq3q3D8g15NQLF2mYUh5QCzh1/Sc/TBQc3ou4Y1qL59t54L/wp0o/B9l7DTpQCfYXXTj+b3ETCq9fjVtvwdWK6Y0JtFHwAhrAn0FLRHdT1nMKdjMLhoGyMVvfc+wF3JxBey1M7Ol3XtjFu6FuKYldSPSrWF8kjcq09/IPJmsnO2sa1WxaAllyjMmi7B/qFEGobzcqGALCrmY10f103rc2AwDDJpN+OAeDqjmbLekDqXTkT3XRg0sxFQqBiyvKM4EJNzemB2xzUQ2DyoWdrRglqVd5XUO3go+7J+XkBfb/fr97f59Pfvqqvj/lhJD7i+uh5AbDR6rqFY0Tvse0V34P02sLOO6OLz6+vToIlQmsMLMdHzyEoRRvaPo38t+tb494uedethWqlqv8lKstl9t+jkQqfz0efDwDbshQia1lyYTtsPRi4U25bA0mrIPOWXzDnQtdUb0OvpzOnhfWSVp72SNapUnniNd16bslBS2zE+g+m1HWobg9fHvvvfG1EJNes0aDVB0BRfhOM9p0Hl50bVbqwHzIx2JOLRz2eldmtEf1sVjrwHEMkGeqsmSqxA6OsxUERuCOnnHc/o9aWq6mmyn+eHu/+t6C+V1bHOgoefwiCXMz5WmvmRATFBGvNmfOh9m3wBjvjN6ih7+/V67uxWW/f0tGbweX/f2qvvb4+BVQOyB8QIZ0b08w/Clkc9y0PDugG36QB0KJjQc76nqOdq1LO4gLOgUmUjdhZTtOeNJmxKln533ui51Y0Eig/VKB8ONlYMfPXl6VNb8vpKKzC4AuJyxUQ/BXzdTjQ8XgBO+rmLekDN4bA8U1EuFL+tBnEIzhOdM92yxqxzqfMTrerfv2Q/pq/ntNz/VjRPs5FotKgH0KfPKXTn4149cDxeZsXVWdwW1QPujyafFz3k1Z6E41mlVstU9HrOVTQwakdzthMsTTXgCd2WXg/5q89kNVO06WUNfIJbFz/PhaaveXCxJzws8epheTKjh8GW+IdELxrNxFQxnO1Spc+h8IiAi8wn+n5mXe/v0cM2HNFnnZ3WtX08o4fxh4fQHwJ2iwzuzzS4zpuZOowx5uszej/q1ht7QK3EBX+tyfmq7sV98+pM9X5LA7P29zU9zwG1Y+aM2pWFz+uzPTCidiJb0yDkY2t0LZ7O6bP43TGdRPveiE6iZQ8AKSI3gJa5K6OVxLGkDqx6clrtzo6E2qVxQOpnAdu7FfSmpP49l1M79s2STnwPYK9Xa8uPo71cauR0XW3JTEn38iOToO+01W53TKut3AKYZhK2lSQf7xnQ+3cypefiRfQr3Xbd8gPfXsbfB5ClJ1MQoWIBMHJ1r9H14o6iMR8NwIGm3r85wJFZqfOAFSgNmNtUXSGrfU6tyr+0oPfyH6f13Nnk1bV9pKLnwL9bh718FUuLlagl/yQhO0PAhUYbjx7uA8gsVBpqQF6Y103ZXtHXn61/VfQHyu8XPYWSYhg46wd69UD4fy4qv3TcuXzGnINmgoC7DPhV37+gy2x8QX/P2l49cDZ0qU5O5PdHf1T0uSoOFAtZcEwo7UUgV4c3e9ScEN1jg0bQVpq+TrBTDAbVwcil1Nn1N+E5CdslvSfpGicKqifcgCVVNWt6oKG8/C7XpR32lBI6yYlrdSFThMTU0p4EMMXUgevu9uIAc+jh2AboUKaAIVDgdn9mRq9vV1idtcfzypLjdGqQx6FMV1qu9UCAMmIfUj3/gOhPnFV4zz1fXHTGgt0KZxg/oQmWVFHX+nkMwOoHJeMCqkseYLo/FNNAgFAQm1ExJAPM/DhYc57FkKcX63pvijM6r6XTz2qY2p3rovp9TszMmMNgyTJga44l9cvLE/YguGGLxpwKI2vPbBV9d5ueW15UyicwXTeUieB1/X72TBxJcxqv6iE49pun1Da4AKNkTwATft2YbE0o2P4F/T17J3T9xh36vP2g0z2VXvx9+xuPy2vhou4zzkw4kP8H0ftD2ki+YDQo8jn13Hkwro5+AZXudRGFBy85pK9yaTUft+SShSw0dMxD4N+GPVjCtb4mrAbh3pAGAkUkOU9m1YDe2JYSfSua0n6+5w7RvzGpzlZbQJdJ2K1/74YzmMJET/YAziKLWxpV/CMzWTGwgfD+PpL5Q9HfFf150cvIAkfcyy/7waI6/lUDellLnydNBOlOHTggHOHFA5pMFvf1aZNYClkuj0Nv5rNzaIgroAGxovzUx/3KX72QvbTAYGdCn02bX50zL4LE68GkQQrIdkB72J8zhGF07SinE0r0zcmE6B0ox9/ZpTecje7Hkp8WnYFBS66sLGAyd5tXKR45OyDbNCAvhYFVHkAaLwLC2ONbft8OYW2dA0/+vZ1qt2/erNAaV0A/sTCve/PEuGZNybvP/qF/G1aqYc5zGckD2uTWvfQCioOd4LU+MK+/J+7WhFB7QzPyM+5jolequvcttOOS6IA9CIQWWQhECG/pBE33wZT+nhvinFmir6dRLRxtaCX32QWdMp5w6P14d1x727LoAeF8HiZNKjinPei3LSMp8rfJZ0V/57yuB8vSikgWgU+4qQRxR0331RCoY4fhCq4LaSP4GfTnHLOU8ION2+zH4WwmzuMhFXBL3lhpPY0rIKRw7EHjTV+n4vV8IUCNYGBeTsVEZyLqxTndZMyYLxkc49ZM2gYMH9kZ0yzlvjm9ngiwkHTc37NWndmPbdITafysOoO/+ZJmaW/t1MzIwxN6ILyjn3MJ9HreGvk50Q8b7RnY5dQehE6//j3n1rxY1oqDx9bri9v6e9hD4kHmiDSE7U0TNB1tuljioNt8+ZQ6ui8m9V48k9bDjXKyrv0QFhipLrW5lo67C1zoQTTonRzRtXRPpx5mrCAUAQ1aE9TPb+tCUBrSvx+cQM8DYG6nc3o9ndirb8dwvBfq3xL9cpu3V5KVnKtrTdjfdCSpv3cHhiMWmxyIxyfV0X77oDqa17fpWju+oBnq6zsB0UTgkKky4w4aaEB3Im9Ru+bP617o/UeF/Z0HpJQ8+Pvzuvbb0ePgwWYs4aB4V69mlDkQ66aE7oWn53aI/uUFZfFhIEDb4XKC+x5BnxuVWrLDDdSHRd+G+S9oyTDXYS7EHOAvLybVlvB+VcEu12NpRWaLGxBTTCY9g4F2PYDA0tF/pq6TkDdZd4seQy/hbS6dj/MSGNQIteI8np6mY5oDxUAQZfqR/+C1TIBxq81o0LQGCZwBDO+bRiN5qqL3ZiDwZuoxsI3dqhi0ZCXxutTxngYagM6PQQa5XGfmSN8+BfqGixXg9zChcb6sm/IQuOAdll4vJwPvq2lzb1dDD+8x8PaXwb3vDqjBLSIbcD2xsrhf47Y65lMlcP1jMEG7Vw+4H4/doNeDrPynprQM+mCbljV3uPXA+3pJ6VJD1u2iEy5TQaaKYjdVhCzAAfyYzpoYQfOlS5/lfW1asp0E1Ki99E7RT1gnRZ+oKoxsJZnDkKWXZtUZutmjQeKHNiju+zTe74fjnq/p/SB3vCeB6gso/vr8uphmwXWfRj9ICWs/ZWtgVm+8viXuaz0QoHhhi7bH8TwAI3TmF72dWzvU8eeMi/awPksfgtiOIdB54qxPj2BiPZ7N1JxCVdrgeFqd+npnv9qdtyGIXj+lSYADSXU8T4MtzeB6plE6Pg+WnG9MafWxHSjEkSwqq4C4UhxoNh707BF9CtU2v1MDM69FBi79fj+gWin0mh9NglQCJBtbEDjMAzoVb+j1PJ3/K9G7QwpZdaNC0+Nnczjpa/X+bLX1/jBrTkgr+2/ucmgg7IYfwcCp+fP7MfTUCza5C3rsmDW6Lc3dPXruDGSHRT+0oHZ3S0Tf3w4q4VoDNNO4dy15Y6UVGFwBIVbx9g51Zvwx4LLh+JNrPYiBYcx0bPDHRJ8BOwehMhlQuRxJq0Gj47zD0pLlaE6v72VM2Hx3v1qRSI9m4gZ7QVc6owfgGGDb/TCANKAeh14wJ2aez+r9OpZPib7GpdheUmp2+vXzu6tbRH8y/aei74lrljkeUiMZDKJBt9m5xo/zrtdqzI6kZkFTVQ1iHp1WA5ws61p7KPlfRO+O3iL6pdJvYlisCYCy7wKYNx6b0cOfh/u7etV5Y1aWzdcuzswAA9VaVCScc3o9pED8ywtazatY+qxSeW26a8mVFTeIFNrgQHQgy90ZWNxbJQTgIawVJyCOW1AhcLejvyUNKFBteWfqU+fVTv02aJCtXg2Cg3vUTua/qZuBsDhSAd+Y0Ot7Dr1o9/eo3RsC45cbGP8XF/T3HayOiB5C0EYZ9GnPhRPuhM+hgUWfrVCcXkdMdAcw/AnQh5IWemvP8pOgT4BGmz0hJQuUmeFbRS+DJsqP3sGTajpMAAkv2rKy0fXJSdZTRV0P2wK6vpjEuFBQ28/f3xyocO2ivcHswtraFV+JPjQGXZ0aQovQXmHOIRBpIhu76sU2xjRadKUtWUmSGATzwoL2ALwPZTo6Nwk4kvkJdZxZ1iuikacM6q+JsjpbbuDSp5BVjgDsON5Q56oHBvymhB4Yx1LqjG7w6AEcHFQjcdeEZkK+OKY/8O296kweTaIBF7+vjvHuO9sUf7C3XfUUsKbEoXcikzZbGhb9+rZ/jb/X98cwxTG4HgY7vXg/Mt9WA+wG5SCo0c1QEJR8Tr13X0r/L9Fvi/6s6AsOcJG7tdm2Vte0JHHBYTcPb32dhyHOYjMDSkc2fNIZ24n+mAYOUyeGCZYBJwigIhHAAfmhfs0a7p/TtZJLfJ9eb21E9FkM12vJpclY5YDohfoa0dmf1czataFX7Qwhms8d00rjnbdrxt7ZpXamNq/eymkMz9uKycZMKJRf1r3s26lzFKzbNOHS6dBz48k/Ib0ooCE+tVPs3SIUaUdMHc0hQEi7fbrWHRPaW/VQXgdDkvGM/Tg9sdtEjzgUirPGqedaARWCE/aI6D8V1YbWNnDfNwC7ex57dyCgz+dlwNRui2lv23RBAzmyAc4Aw78uorZrSfURSZACKD8DgFbd26Ofz9ZvIJlM3K228BACveY5n54ldKGqe5F8/MKY2kX2v1DKCATY2M/5NpkaetVQGb7apdV83JIVxQG2h+8b0APG3a3OmxXTkm6sQw324BiyvuO6aW9qV+fHj1HyhTTYH7Dpg2ji4mCZU1WlrdsTV+eoA+PSz+AArSLZ4EMma6AnJXoOJWXLYLIL5JQFFiVLs+j5Wkw/H84mS65IVJkgjFh/UO9nsqJGkPAUYo8dcRj8ppK3w6+HBUlpPvkNpV5dF9LDcd+Crp1NkXeI/nRSG7N5eLPa5XLq4VppaCDBOQKEZwSQtR1A09l8WddqHd9/Q4cGjR58fuGi3usA2Cwclmau2APRixkff3EO1SJM+KSQ2eVyhdzv0YBmVfNlhWZdKovU1S5bXPeIzumxo3n1fmNNDZ7lEobhTahjd+edGgh43qoDrgzspmtaYXa3IsCPorm0VFc7dfFkTPSNc5pgMWsVomitU/rUW/tRvRtTx5qQT9qxOOYa+GDHKIRv0PG8yaHQl8/N/67o/bG7Rc/XtN9ppnhQ9GmfBkLr3QrJvMGrgdTGdh0E2rVNn0ejjN/7sp6bT0zpemj38RzQvx8I6XoYm1dbsB6BAOlHyd7HhF7OoSWGdEWf/wJsIysmN2H+T8it67HciIl+Orv4ewNAIbAKfzaHvkRc+5ksgx79AFL1MqDvQmP/g0hwcV5PS95YaQUGqyCcI8COTTupBu7UWS0ZElcdcKljmYIjSmziMXNK9OGCZoLGLWXTCNhaAej37Bb9cDYl+vM53eT3xXtFHx3RbEN3QSOF8amY6D/Yp5mkJ6bUqNRoxSCHkzrUq9v+RdE5ufi8pc3J/wqsTH0+/b4oMoP7F/T33wCmnnQaDcUFQIma8DgLx3QLprP6t2Qpen5as1zPFP5S9LuCHxd9ffxXRT9vdIBWxa8GeqXm2nYvD0PVs6DKZdaTuOEZHIYzeb2XrCisxee3pfVZnJrTtdQV0NdP4v7e2KbXRyYQv6WB0mxO+28uV0jhWAcX/LUWCFB6XAo3uSmhzk8bGjrrTRNa5zIaNKwDzbF7LaAwCATMOYX+lEZ1nx9IqWM4hGGCbC59EgOz1r2kzbvOij5b++Lyz/YU5iCAHG4JHGQ/WJp7fRq4kPnlW+p3myDsXAUT7tcl3i36mYUv8pIvSc7X94m+0/ku0WtI6FhwxC1kqU+kdK/SmfUvuX+cPKy/9zAoPteW9PpA8mSOp9jToGs3YbQfjBDYGNL6j07qufG2PvUbOMxxBgmpZggx+0c6uHggZ9L6fq4FVnuCIHUYCqhexWRlVnLDKwSxV5fYrYpBS1aWhq2OLJuNbXanQjzAaZM5hfScLy+oo7u/8aLoexzafPusUWaaOrjoyVe9y2hW2UIqyWfUOTuWUgOWBV93PyZstoEuNTumzlx/UA/gCzn9vbN5nTNwffyjol8XUefSiYFkXVnF2R9FidmKY4InbMDDqf9X9O2xfyf6/hkN9IbKmglsxsWPoYGxJ64VAF9A19ZQTg+H90Z/XPRSfXmDNVnXrF3yEjH0nLbKjD7nEEzhsGJW851gkvEgKH56VLOmpzPq7NUxpTvm0bWYBOMXZTQH7nFUr04uKJ/3lRbOLajUlnSYXtNCxrUYqJw3vU0DO6tparhBP411nSZATCKm+rFzon77TzVIHMfcA/Ze/ek5vZYeTD4mBn3vI+qobmnAE4ecmdXep7Ru/SV6Ehnz8ZKupdNgjxvCZOH1UbWzz87q7/tm+vdEZ3XxUmWlfh0rrI73C0iChE8pkUFspzq377x3RF9/UqFkf3RKz6XrE2rnu9Bb9kHrQdEJ7eHk4sGgXk+uprbkqTnMoEHlPoys/q9s1QfeFtXnU2XSxaXnaDO8h478CxkNSp9L/bHo2+I/KDoHnMVdykq0yakwuZNZXVv3dGqQ1B7Qtcr+oJa8sdIKDFZByMJTndVNmZ/W1yugGWMDXtyjmywHHPVdLm0CC+JE25XTpqoZKyX6/pQ20/b03Cc6DSbxhCxBzxT1H65DJirer0bibUm9nk+ei4k+3dAS7K7Ae0V/If0XoocaP6bfH1SDyZ6Kb5V0krIrvVf0BLLkNJqM+6pwjht5wHW6Fp3V7XcqjjU/op/lBjc6ZyT0B5eHXX1y4cui73AodOMAWHxWOrx9bGJDyZjwhDaUw9cH1fFr69UMsQOJrMjk8nSjvch8eRGo5EHTF0QQPoZ+lYila4X0rpfrHFH4eeR2v9YlWVdb8I+YDrx+BH0E72gKFHswLbWsa6vxsEIOG2Az6wlpkDmPhIaFCehv69b3TwD2R1agBQSlXDrN80yMMWZrv0JxOI+Gww6nUW2Le/X9nHTsZjNsXb8/7FT99sjPiP5U5n+Kfrl7we/VHoI0iP5HwOpzBlCx3esV5ujq1grPjiGttt4NJp2HJ/T+3Niuz/+ODr0eH2xHl0+TEIT2cKDdywu6Hoj7Z38WKUbDvVjfIEzzARbZG1j8ggVMNt7k03u5o+/fiv54UZNvBUwq3mSpT5EDxvTGhN67FO4FK4FhQDyvZrGNadGVtmRlIRyAG7qOA4QsRZ5ZXWTnYBBPoIsp6tHXtycA50Dw/UjhjOhrG4rl3IQGSyJ3+P1rcKAx6/ctMOXsmtbMXMdmvSHrBvXw34VR8mP5mOhzmD67K/JD+nkezfyR/zuP+7PN3in6Z9KfFf0+7/tEbxgeGPp5eQR6uYvIavcuPn8bBrWQxZTkBmBpEA7J4bO/xfUW0V9o6ICzuEebPVcMDECR50WGv46ScQFBUy+gPR71w5dMnQphYNpaNBv3hDWwqKK8fjytztwsguq39+jrD0+iP8RBSsWV2Dpacily1FZu9ztt7ZF5ar86j/d0LWaNnZvA45xVPX9E9874uGbwp9G/QMYqcq0TanIor87SnXHNcDPQqM6o3fAAGuNBg+fxDAc5asb87tCw6E44mufy+v0MyjdHdG+dxdJ2GsJNmDNf3jlyI4NNWFyxrD0gBXDZN+CejBY08Ol4UffmwE5g8EF6ccO4VuPmyroe1gbVeLLfqatH/97bpr+f1Mlzx9WWd/nZTC3qEqJiDtDzDGvgU59XZ5qBy/ns4id2g1qVcwvYKL21qL1t52qPih716Zm+Q49cE4Xd/r2Tem0fGUICABPsr26xl/gA15q0AoMrIO3hnaJ/Y0oNVptfDWQQPQjnsvr+CewRNg8fLmlJ+k63NjENwcA+WNEy35ezOuEx3tDMGz+/z1JoTC+Ycjh5+WxGTdz/OqLNwT9jKbQmhkE89w5o1nShoj0Mfz2lJ9hml5aM/ThwWXJPgnPThazw7W7F0vpw4rZV1AHAnCCTQMWnVEAgVVw8gGxEYW78LTPwnCxMqOhcST9vbVgvzpe/V/Rvw+CvJFFMl+VU5xqaRztQMchiaNTsCT1gPJ7lDS7ZLfJwvijs1xkp6A07NK+vP57/c9HJ1X5tHwevv5DV6beyylL0R/7fEP26Fxf3UviC2okGoBXTk5pgSGKK+FwZ/StBtUPrUYx7ek7X6hGQLgwHmZHXvTBxRq8nOqsJkovoUeCk3K0utaMX83qOTDZSovcF1K6fzOleOZ7S6/3M3G+LzspoW1gHRZYBe8sXR0RnIMAp4h6XepOnLYV69eV04NiZjO7dCwU992IT6nzeCEYzJuwoQIKZM+hZOAW9iCTELX3oWcH62hZfPoF3OKUXsO2cnjPXB7QC4gAPwpaIBkZPzSyuNyavSBE+ktO1P25pNWZT+O2is6+Rzct/NaZr46cQCPzdBQ1qfn1ra47B1SStwOAKCHsMjiZ10ef6dAcT9/zNSUzWReYhiLkEnrwaRDprA8jK3tKunnymep3o3ypqE1i6qpmcsPMBfJ9eTwiO+BHg3G00qJ6Z1UBpuK5QoQIM6qaw3s+78srusS+tFYceDOYJu9UqJmt6oMYxNCzgwvOq6PMddWhzd4dXJ1SuDWHC6RwqGE2zCZxRNB+jcXkcQWMFGXkUb0weDFMjeTX4BxoPi76Q1UbslcSLQMCJLBWrRyN5vd5NYfTfIPDJZNV54xyEezvhjGAAFqWA6k0MsLZtCf37kw3FFZ/K6/1qyZUVTnoO+oZFZ4/K/z666BzvAh1nAv0JEwgEgoCZrQmpd5QA7vliWu3I388pte/9UWWQYsaWdo/Cvf7cvDqemBFlZoq6dnsC+oatHu1RiAB6REYx9iMxELhY0aAtk1fWJjr6lgMDeupqN+uo9NZBox3GwDH2tgXhrYwjgRaJ6PuZcBsB7/9vnv4Pov/isPaK1W39wouY5/P9w/r9mYKutxlUODhErB0EaKSC/pPTWs38V1i/fZ16bvqRNGr+PFa7nqoozG62rNChdT4l5Iji2TQAe9qMYXLv6NFn63Pqs78uqr+tCEjh1S4tKFFLVpQasEK/vkMX+eZhxY7mM2qguuD8jAGTHkGTE6P1bFUd3w6U5TrR7Ftp6AHy+TOaibjTo01g4w3N/OyI6fXx+zaH9UAlVnYKgdGFMb2ewYAGAl4MKuqEQXWk1XnYAq41cul7cICxIsPsCYWDesiowAZiFw7oRlNW330dytnvU+dm4IyyCM2c1Ht5IKnVkrUR3dK9dTXQ5eTdoh/DKPuVWImyGCrlxgyIiFvv3V0dujeILS1X0I+DwGcQ1S9y15OykodzAv0+J9AUdyyph30MlH+Viu6NKy2kOqZzda1Dl7bEPyz63UHdWx4Hbd3iXk3D7s2UdW/UEHQmQvqs1/SpXfOGda3lTqudeltEr+2Bbl3LEfTbXMAk5j8/rQmd9/WnRK+gN8kJx3gorGs5D5geKSlpR8NwHHt9SEhNa/P2aE6hL087viF6j0sTTF5b996EUWdzMvW0fn9ol+j+hv492EHNjQm9vyHY3TPoPyKUio75/dFfEP0F9LolnLqewi69/9MlTF3HucZeMy8Ook7YzhrOec5F+DxIOm5E4MEekk2R5uZjtav9JYUTP9ihhCU4Es35rJ5LnT4mZEjhrffq61N6rdvgQ0yWlq/8tuT1lVZgcAWkgkxIHE1JLp9uAgvEI5PoQViPzMc0XifV2ItgvbMsLSHfCKzkUFA/8H1gg3imqD0J94X1QGwYdVaYJSbFJLGTnCtAuMfFghrYIjH7OBDTDuULryC70Qab0xPQzyuimTqEA+BYXaFPBUszNZnaTtEJr0mm0UTY1cTF/pI6uk88rXCBu27TxRKDo71uQg/LYxm992cyevhMObUaFHEoTGveHDTLySigOMU8GhjjuvZ39qtjfXE2JjqrZ2To2hYDSxOGTNk4fF3IjJEWrw2sSLd16bN+eEKduWhQ4QzpgmZNL7cB0+XSwNDn0ZJ7Jn9tBwYTlUOi93eqrQGM2tzctrh34rAbLkwjrSMwYNAZGoJdRjdo6biu9R1x3Uu3/f/tvXd8Y9d5530OQBAAAZBg7xwOZzi9a6SRRr1Y1ZZc5N7jN1mnrO19s/vGqZueONnNJpvEdpzELXYsN9mSrWartyma3vuw9wISBAEQIO77x4xN/r5jkTPWSOSM7vP56KN5CODec8895zlP/T0rdS/5CnVtLTitim64Sx0gEzm9fmOBKl+HY7q3HhnX/jIrHO0z4LPwwFfo/LA4tgNGNEEliMsf9EaFb0b/mDLggdpxnc+BPK1fCho4RYLqUAKa5znRUjohjEHaJIASGIGIAgb8x2PasG15wR3C12bQEC2l8zeEtMYEnCis1VuEvgnjMASqEYCpCaBzMiLrhCt9bprisCKqF7u5XM/IVwYAQY6bl/r12bgvWTj9QIuO5VcW6bvi2FO5maNr84kc47idj12anYoCKiAJV4oUdpPDJnCgWR+HLkBYtALkC7LA8+CIfmFxGAcUDohbKvXzVKd6E06iqI+QlBUN6oq5vVH5zpN6ADzTrQL2/xxXoXRVcVR4evyZR+/FMk5hPrqQq0tPFBE+D0yeFp59HmgYsClTMAIvdKNK0UO7pp5/6VKNJt18syobk/ByPbhTvXoUT/Q6BlEfsWJSmzztdBSR6UKpY1jfbaJP38WWQTWKmOu6AHCsVPbW1Kth4S8H4lMGLxt7JwQvKbHNGY0bQ7F3MqNG58VGJcpmdS158stf5ZuXJxXmq1e6BIbbKhiC06kzqcoK09L2IWf7j9+iqUC+xVH9PXL2mZqxEA6VQC2M0kbdCxWIHEYH9PoD6Zm9pF64bT9YfKN+DrlIUIUDI6gwNcrvVJ+E+XL354QvDmtEgNDGwTJFpmEqTFOe1qaFQgoSsSoM2YFcp85xFdzrUeBKw68esuRxpOgSBagUwuj2nMJeH7UnhU9N6gBoeNBwoQOsPgyEM0jvEK53IAaYcC+iu0Aa4nrYUDole58dUOfg1cX6LPfVqw6wLKLOTg90mkPoIRJAVP+mKh1rCn0Q2ES0J+FGDOYTuYbBRaCljuaY+/P1QPDC8vcHgErEuB0IjhyDlHfTOT5zQ7BW4FnfVQNlCJ6KHkA4lvjUs7I3pvxKeCqCNTMj1/Bpb61QIXVgSJ9nfFJ/v9u8LHyVVWU3jgPGD2WUNWjVKKZeMaZIPTtyWhBZ6qgycwLF1tQdvSGdn6ppXvB4v85laFKNiNF+FdgR1JOkEE35Yt/Dwl+bp16vEeDmd4w8ay6EmKccg3IziGjRy31qVPLdfbREi6GXIbXp2jpdC3n1mnbnG1XLiQ3WCKULXcPUIP0iiGLjipAqR+0XG04UXoPxicFX+eLlSUQEu7JUDaW6MuVjo1PC9PFOjYyuj+pauK1RjToalaTUUZV7E0jDY8Rh+zMaAdh0lxr5XuRZr1ygBZ39/epwaENOfDGM1laESgm7vFz1bLMYXdKZ2vJcj+7VO4s+I/wRq4bAYG6P8KfTMeFjE/q8I47KmhWhqPB+FvumUPwd0YNzJAvFGYZPV5I9TfT7p0Z1/ioR4RgF/me90Vq2Mavr45FeHe9YVqN9KPc6B86WfQ/YyfqaMh0vI+uOo2dHL87hfx+Yqo9aDXjRwzEdezNAKvZibmmEMMUvg+hXf5rN1lQuM0KwJPzqDoD5SC4qkUuz0oBHD4QY4DXLkmp950G5owAYQu5s9pymUXr/oaz+4bnR/yv8RysV2SOLCEURcuCvr1ChQNShHuRW9nRpCHhhnR7m1atUoG5K6IFN7HIWhBKLPppQz1l7GukmKIZmhCAP2mKFX+f/6grkvfeuE37C0QkpwQmXHgf+dKm+z4pNU/fb+3hUPssN6Nj+cJ8K1D9bo3PJcPYmFIqH0O01l9XvlxdqOgJRYpgDT6+UD56iQnhZ60N64PiS1wlP5BX642lUWT8K8eGZ+s6jUeF/fbkibN1fr+M5OKrKR0NI5+foOKz6i076fF7P5e05oxd6ZbHOd02JKs+RKvWyT++GuwSKL1M5Ntbr57416HuQUmUk1qljORVXOch0iR7Uq6xt0bUWqoPcuk7X0sAP9Xr0Dy1FzQM9xlSsSd2IqNQAK/7WanRu7tPvt6dZDKw3nLB6va2T2kjT79VzYSClzQqbxhv1flajpW8tVMjM8DmpQUjdAioU0x6HMjreKrSSZsO6b/X/Je6nz39P9L8LTwcea0BGMxP4HGmLOKdYzF4ENMNa9BfaOagXeFfhbT//99FR6CAe/W0/FH8Ef86J0rOL9BKs1bVRvd9hRBiQ8XlO7dr8JsctPnZpdspAQPYldcOX9eiB0z+inqFjY7qht6EDJZfg0kK9/hXF6nkqy/sd4ZPIlYnB8ChDZ2Kmo/xzz7eE/0jp+4TvGNPnWZCICU8P+o7BqPC9SaBn4Ptf7/8n4TeEtWBx+8i/CF+Xr4ZQPrpmsRlLMKo85yODMOizSc1FXTjxceH7YzofZRPqyZx+vvgRUi2H1/PBD+phkBrWZ9m1X6MbbVbToPomtF6ENAKIQRIRtxiOJxHCb/u4YnEvy1PlIAXDYG2x5gJ17da1HjikeyMQ1ne3sURP4ywiKsxD/2mX7t1Wo8pdfPL1bjiGvPjcpYXOcaFU5NNo21HkXTPN0sJOiiemZCmLizcB5ji/XuVqrlcdCGO79d3v69ZCfqaqEGWIylRvu8rhhXEkYiOS25vQ73egturHHbo2FhbqWt4PD3gxQqNXlc1cY8HnS2bRxdzo3mdPjzKjhkOB5ybhX4j9o/Ds+9yGBmcfL1c5emuNOtwKC3RvMI3xuT41RCJAIDtiNfJbnlQveveEypb6Ym30GTGa5vdE/N/087xPCj+S0fnrsJoWOZFT2T2GiAgpAFSidhh+LUld38FpwAwJo3PXinPiiZYtwrOJaKVH5zqKXkp7UQ8zjHznTWVMyWQd5evtgHHpQsg1DC4CNTua990U1U1QskA3ZXAAOeh9KmDvrNVNwhAjm0wR0o8HxJakCoHCERVIDdV6g+vK9LCO5Kkh8K0+LcYtH9D26Ks7VGBFl+rz3r9ex9O9RWsa6K14f047cO6eaNHvo5FOFxTx8qAKtRA8M33oILosou/rI00osG3/iPBMRToMvOvFXZrfmb9i6gBbeoNGV3Jx9AlAak2sU8dSH9R3dXuhrsUtGMuWkc+b10JRHxCpgDLEnP5NIT38/6XzL4R/bvOnhW9erMoAaXxY15YH41lbqnPdNqrKF5WjW6pVGTs22ij8o4nX1zBwUNPgD6gsmMhoE61LnVI5NfxemPyx8N86+k7hPxHRPO/F90wp2815mnZlg0B06lJFaWS3yqFtp3RtJmDUMg+aaXsjaAr1ZKemFn34sBrlwQ1R4Te/Q9eq7yFdy9tRjPvikD7vcWer8B+N3CO8RfHwiQQ6MUMPrQEeaHdMFWEiZI06aFYIdSJSoIXkYziHioMqqxiNDAeAhLMGfJ7ujapXVO5/96QCK+RbNWxqkMpTHlRZUTSm0VTCw24OakSjL6nraxea9yXQPbg1rqlK9y9Q2ckmYXWVMeFvQUThq2jFXeGdQsF6bEDl/v2lvyv8TWUayUug8ntfplX4qqSu9VvQdXpRWMdCZ2lFUD9vLAQiyzwmxxiTc9xUIpdmIeZtp5H64gG8ZqhGF9V9MfWlbEFx7kMdKjFPZlR5GrL6+wlHBaTPqubal9ID8cCIHhilSNcgWsIKNBTbOwj88AE90IJRFYiZlArkFSgw/KaeHyaJGoNiRw2B8rA2cBu0eoC2o8ZiPKfXi6X1Bfms8jTMmJrETtH5SK/pOKzz0RCcEoI5YJPH2vRdjMRVoDJ6RGWmDXnIUbz7hmJNNWofflJ45xwMKSV6GeOoKRhFX4EKdJ3+48W/j/EoHCub9qSGdS2ehhFdOa4h6ywU/0e79fnXRXXvEeJvJK0z3BXXHh8ewInmsPcvlDjf4+nXFx51rmk0rRGk6wPv0c8zul5ePKqy6qrklKEWrtS5z4zpuz92Wotf//2k7sNVUR3bEDod1yBVY2hC+diEvruH2tVIvuM0FNGIOgEyI/p7InKVoJ/NBqspl8uz2iWa0bfdwzrecuxFov60ApLyhRH1+JPoZAhD0R9PaafmPKQWOcjTjkHQPtqiiv2tE5pmVtushkqkUOe/JqDXvzJPG7QVIxrFSPkIvOIECUnBw18X0guWZDXi8JL3oPAheMCai/R5FixSByPJM6j3f1e57pXjo1Pz+Y6Sz8pn5zQoS6gcHfbEhGdOvRdpVSfR7I9nqI/9b/D599vhXXNpTsk1DC4CJa0KpMSEKg8d+9QTwQr/Y0Oq7Iwi386L9Ic44DkbJ9UzkzQawm43h4R/aFjRJ17OzpxnfmPRp/T6SJ0a8qhXNZEFcg46kibRaKYS8K63oGjvnzu1I2bfpDYYS2chUPPVUGizakidntwufCitnrafdqnA3pbT71vkhf9a+GrhT6DD6LIoahD6p95/yyl2O0XuJ2oICN26bVC3cGdWjaLdqR8Kn4NRNJshQCqA8kJDYN+Ijrd7HB59telMKKTvPtGvc/fYcUX8YvF1EHCkbUhr8yH16TgOMML0taArdzYbM28kXe59C8ZTOr89Qd2bvUl93y8P6HraG5uKThLn/cUBnbuVhSp32TDsADr/sqM7O9HuHFG52+VRuXRXWLHgn+/SG76tuEX4DCAbk3AolaBr+N+0fUH4G0MfFZ6K69vqVI4WIBWlNaHnTBCtfwN+VcwzWXU41RQq6EbXqBrRTENkFnnPiCKipUtvEP5gTOdjVZE+T3lcxzOBniZL4YW+r05lwzO9Ol+1IV1Pq4t1PvYOqSx7C0E2PCqL4kAlqhrTc4l9KjKQ7QQtGetGHws4ZVhs/XR6KqIUNYieOLo2hz3qkOhLqc4wltS1XoFC9RQKLJ7p1bd9XYXO3Wo0F/zdDRo9+7yWm8wzcmsMXDoPosd+KL1ceCp362rU87EekIyBLvV0ZXJ6YqV6NIR5S72+xgI0Zjk1pgK3K6gFoEm4jl4ClNmigHp61paoQIsAlu7gCDxvfTqe+uvUkKrK6nyMP6Z56H/YqKlGXzilYUwv0DlYDL7CqyHbtcH7hD81rgfMzswjwpf7lwofMSiWLlJP27KoegbZnTdQPzXeVTcj77ctJnzfNhiJUMyLAW95IKZzfVuBQgSO5/Sw3u9owSCNQi+8fOV+/T37FCwv12d98JQeSKvQbO9wh46/sUTn7o5FekI8fVqjVaURVewbG1R5W9gRFf6FXrVMCNO3fUARro6i+JrKzmulssINwkemhf+NMaZ15Bm9/2uMUMw1sYBz0rBYXWVHFby+09WPUkLbAqs9OQlIxBRThXQsN5arHPBDkV4Ziwq/d1gNAejh5rlevf5tjfAoN6kcXJ6vcnDroCqyS8JAGENkuBBwpIyGEaWoHJHhk6OAmExrNI9UBtSepeG1wvdA2aTXudbRvUyiUf+DDp2PtoTu3bvXaLrL6iUaqa47rrKlK6UpsLdWqnJaVaKGxa8WqpzPR20a+pyasQF938+36POeTuj8s1Pz8oCOp+Q2fb9Fbfp8ex9SQ3iVM9VArgdR9AVewCIj2rQIZ54H0Su/RQ8OFH43o8N9C4zQK3F79v6Z78Ro1+VGrmFwEajYUUU1jNzAqrAK8Ceg3BTBC3oKTaNOIv1uBTr7MizI4t0jMVVmvjf4V8KvKv6g8KUGHS/RLr0yuUJ4JwAvdr8+z+Odajj8a5Eqe0Wa3miuv1o/37VDlaUFflVWO9KqbJbmVHHvzenn+R4VoMOIwDCdI+tv1PtltSlTAYRsGEVygUmd/1zi1YWKF4hQ0dqY8Nt383DRw7GhQAX4AJo6TEKg5RxAZ4Dowab4nkDn4hjGE0N6BhuOVRWhUQOocxDvOqkHzDDSxNhleiStqVkRfP5cH0Li4/q8F9sQILE5YtarERTnMitGZj1Qg6OG45GYvp8q3foCufntVjQgK6Hir78tQjHqwpCuxYqQGplpdG9tQ8Ou4TQ6CaPgcoOKIdM2qPU+g0BqaR9THmiYZqNfa8NGJmaGLy1DZ904nudlKK5DGdVsF5eoA2UYeeYpo2v35fRTOh6/yqpGq4ZDn1XFtiCnL/skUptOOWqoPDSqe3VVsZ5bpSM6vvYhnf9Hu1CLhnOlPaHvgz7iOEA86iH3iaY3gFq2JCJeD7YBJeklRdFaO6bnEgvzl8JJ0jrNYclePF2TMeEX+1SHodEcw1pLwehux95YG1W5eVe1KjFZpMAe70Mo2aU5pdfNMLDWftkY81ZjTJ/jOKvO/q3EGPNtY0yjMabFGPMex3GG7ZmWhP9gjLnbGDNujPmY4zi7zv7mo8aYPzh72T93HOdrr9eYf1mqNLqoA14VEPlQ/JvQKGdPTAXQENAuylS3MQNpZ8bPT44hRAlYIKYGbUHHx1tDWlxb6tPDm2gPxIpfUcwDWvn9bSqE6mMq4FtGUCycp0ImCDjS1ITO97qwKupUEFrjKuQOxX8k/IpCPRCrHBXQLT4Nq7KmIBBEDQMQGwaOTinPoyiIJCRitTrlzMo69SruO9gofALIIgNQPA87Lwk/GN9jZiLm1DOVaRyt7EcBGVkb1Llh06ihMb3+IKJrvbj+1j6dr6tK9PtBdHkaQbg9jTzixRHld6Nm4WLXFJCSaY1usYHahaZ6XWq0PafK5CfRhT0GBLHphuZt1YSnBOQivJAnRvXzd9ar4sli1+Gkrq3DQFCiQ6YFNQ5xeGiqA7qWLOqL2pBi+c3h54R/W0gjv5UFM9fz5FndayNQZJnKUl+gz9uTjAo/ZFTuRXNoYBbQiMaO2L8Knw6rnF/mVdjpRXB4FUDODw3oeK4Oqcf/UExlX1FCnQYnxvSgbPPu1/EOag1CHCmw29MzI7x9BF27CenZCh9IUwRGcKU+bxcKdvu36fNuqFFDoRRAEMs8jT//tx/wpDwn2EtpAFC+j499Rfh1oXcI77E61pcH9OFzjuo4nUj7Yi+g+U2Oyc2zVCJr7beNMT8L80SNMTHHOdMkxlr7u8aYT5gzcaFPOY7zxGzXez0jBl81xvyTMebr0/72WWPMU47j/LW19rNn+d8xxtxljGk++98mY8wXjDGbzhoS/9MYs9GccVbutNY+7DjOzFU5bzDFHd2QXeMqkKjsdSWBpY5c196kHkDFCPl2JlU5ubtaD4jrK9Rz0AMs9i+dUD4cUEW9z+j0Lg+qYUC85igMn2F4kcsR8j85hgMXWPI80OuCKrSWR5XfApi2xxNavTyei+nvzSbhwwFNXWLEYTbljHn2gWJ93upSHd9HH5jy/P3721rkszE0j4sjx5rRpgUFulaOoXX9/kxM+MHYHuGZKsQIgcej49mD8TUX6YGzqlEPq7UwIkeH9Hle6lAvIaF0C4EMc32VzvUIFMfFSHVaUhwT/kSHrvUdA0ACcXQ+8rzqaWN8hYZCXl5UeA/cehMZNewyWU0XuNxzVzMZTWkYAOqSr1LrfYgFvzQy9YdqIHIF0ANiPzrA316t0ZgrVmghtBcOlq4RffcNYV17ywvpoNHBpuERHkijhgBykYhftwfUEHhpXOVawAGwQFLlVjRf56MppPNFh83B5MzRsZFxNQzWVKkDpQgN2Wo9Cpt93NGIw5oCdahx5bcjsrospA6jShSHs78OQSEIovHuqEYwutD98IW0Rob9BiAeWa11OzyiKa9FwHYmChT7B7FvAVGwTiBa+vJ+rcdZAkNjadHU958aUrlcZaO4t85NNYy0K8v/i/Cn4/owSyK6lpcXqhXEusqKgG62Cpxb/6Jb06VZyHGcn2O4W2v/tzFm5Oy/Vxhj3meMWWmMqTHGPGmtXeI4M8MqvW6GgeM4z1trG/Hn+4wxN53999eMMc+aM4bBfcaYrztnqqe2Wmuj1trqs9/9qeM4Q8YYY639qTHmTmOMAuvPMeWgONIQ8MNLWhGgAEYIOACkF3SBykd+X3lADZP6ipjwwWG936IIYOhG7xL+2dT3hF+f+YDwH2jUXM2CfL1+bVBzJTuBt9yJDpVEg2AhUyYHT486dc/JXb0zdJWOD1VvO2M6/pvy36bXz6kXt9aqZ8yD99WW1PdFZB0vvNJ/vmHK8KKinJ+PEG2/HoZ1aFK0a1iNqi92/YPwm8NaoOhDPUgGCFckFt/+64B6eJdFVHk5NqKKNbut0mt5IAYsdbx7GsWkqE8/z6Jwn/CkRG5ZWKi/3x47IPwk0tBmixhMTuqBmJ0lVcui07LzOqcuzTXRyL4i+gnhKwP6eTwLr/G09VMJtDemZJYHdC1c06SpKAXNulEnh/VdPdCqa5n9T6ohx1NYazuBqNWAGoRHOmde20wVWudrFH5PpkX4RYVqZK8pgtFqGY1SuZxFtGpvTIPzNHqpeDehp0hVEBGAfsKTso+C/p7pLDdU0JBSWfjigMrC1KTOL8DzTDcMj3Gkx4zn1IgdnlTDrM6n9UFUrrleWMsXQ0TCB0OAKFlHR/T3G0oRvaUhOq2L2KmcFoavKFBEq3vrdHLqQyr3WBj/jNW98QetWkj+R/UKyEEo2pNjujfZSXk+k2PmrwPnbPbNe4wxt5z9033GmAccx0kbY05ba08YY64yxmx5lUsYY974GoNKx3F+lvjWY4z5mfuu1hgzHdus4+zfXu3v55C19teMMb92UUd7nrQpqsW6G+oUeSPaoAKsvFuVh+1DmjvKJlLMVfRCmeiGot2MTbboClWE/6hGvcI/OaAhyqZ+rTlgR866Mr1edKEKlapuvX7mhL4yItt0pfSA7ofn5xhqLChwq3Lq8Z+AcjkEbfDd9fAK4/l2D+n1htP6+7KMHsD7Z4lfseNq84KpAzuxFWlnZTr2wjpV3F/apnm066L6+99f+BnhGd1Zn1HPz9ZR9WB3maPChzxqSDTkdK0Q5YcHwBB6PPm9NAR0LZxI6N64v0SNTL+HiiMOVxjhpTV6vXejxuFz+/Rdvg0IU19LKY5+Aqg6DhR/8rNRKKC5YlG/8n0JRQdhxOFSIyqXK/w6/++/Quc7tEqVy9zIlDLeh67gbHi1eZG6HUvu0n1vatTDbo+q4UAj8mNNqiwtrlTFsbhZDYW3oVvsoT3qkCnxaUSCa/l77bp5SgNqWdxRoIr2QhSAHh5Vy6kREYNrStVwKPfr96uCfyD8g6PfF35rUiMAx9r0HLymVN/HjVX6fFm40ClHmapFpwIjy0Tl2T+sssWiQV1PWp//+fGvC+/36fOs8inU80Jf1MxE+ZB1hGNtDut6ifiUP4QalKYa/f3ROLtN6v2OTGs0utmrY59A085R1J/sxV4ahRFT7tff3xvWZnELCnRuq1G/U5aPmgfoAPObHDOLw/2XpTJr7XT0jy85jvOlC7zG9caYXsdxjp/la40x0xuevKoOPZ3mrPjYcRzHsqf5a7vel4wxXzLGmIt53fMh5tj7g/D6Yf+OxVUAL43o99vHdZOw4+Z3+1Ugv8NRZa2wVQ/bDV498PILdVMvB4rO50/ogcvOyhnmqhYpH0KItLxDldfD/VHhDyGVChF780hcvbgpRw2PANJh+lOqTC62ug/YII7Y/PRkFSDk3pdThWNhWA+Q8T7dVgFcz0anh6TV6vHVATMRXrOrk1qY/diORv09no3ZASdG9V30WE0P6I3v07HCCL2y+FeFp9E4gvvtH9ED4YDIKGOu9lwvfCOiTWx2dwyHIewKMzqOmoNxHdAYipHLUDjfigZziwI6vr3JCytxKoDin5pQQ8+D8BINsZICTU/oGbm0DYOKsOZxL0EqWgDFxp5GKO8DU/tly6P62ZpS1SzDdTDSSlWOmR5N44q/osrMx5pUztQU6V6teCtCAA2AWunQNKmJnfqs7UgNqQroYr6lUvfCviF9HovIZQZyrAlQwO2oYaCsOIjoXQvQ2lgofySu6G1lYUXj64yhBmE4KvwgUosWOquFv65U5WqC0UQ8bzmKrRmBGMrofCSNGko1gJslYlbYQT3UhP6+Na2y9UhOG5x9IKqR6RK/ykam2xQhtYy1bJS9j/SpbFkbnpr/9oQ+O52LD3fovZsi+vn+YX22ioCuJZ7ZzJoYQL1EAVJEl0Uu70jpedKA4zgbX+1Da+2TxpiqX/DR7zuO89DZf7/fXISMmjfaMOi11lY7jtN9NlXoZ6dcpzFmesJc3dm/dZqp1KOf/f3ZN2CcF0Qs3JmE5ycb1w09joJI5p5SuWrB768IaG5h25h+/lBKN+HwhConK0tiwifhLbimVBXtITR9ah2KCl+R0j4GFtBmeZ6Zw249qKlYHVDlbsGkRlR2ZB8TfsSosvzW0LuEjwD3LoYmSuE8GgpQrqF9ZtDxk4bhAGAGi4f0QLWRqefzBpE21YbDAp2PE4MqkBNInaGRw4ZnfSaG3+thwpx3UhnyeseR6vGTmB72ccDklZpG4dsRrv90kypvhC+9Bor/M4Af7QayC31qLG6uQOrKUaDitGUUvnU2oiE1gR4bTEVKZwCh6Ghe89j4zAWPlxoR5Yk1BOOdup6Klup82WlNpO65pkU+y2/Sd+sp1bWReUmjPZ17dK080qYe+EE0NHt3vsqp3h/pXq38AKpLIyqHlzUqrPWko9d/pk/lxqO9ujeuiaohlIDiSzS4Aq+eMzXBmR1QnTCi+zyAkUa0jNQzotkJHo8+T33hNcIHPar4N+XruUMUqRZM71HUkKwHsA37x2wZ0PeXRr+fNOBf42l9X9s8es5U+9WQOTqkKbiEIg5A2+qFLNoI6OfaUpUdO1AfFcX8bADoRuf41POWQ5Gn86stpUbvluHDwo9O6LOnx/X7f9j4ceEnkFaXBl+PCALrIOc7zUXxseM4t830uT1z+LzTGDPdwn013XpGeqMNg4eNMR81xvz12f8/NO3vv2WtfcCcKT4eOWs8PGGM+Utr7c8kyO3GmN8184wYwmREoAewcLsGo8IztYZFYVkkcxb5dZOBNS/CqziY1gOlK6UCpA4HBvGjBxFTJ4pSyXYNOy65RwXuqrtUiIw9zKI45cezOh4H+NzlcUVEOJRFESEbx2APDyC9pSmk99tUptvixx16gcacesYiMCye7VFPWd1eVe4KbpqKCgTW6dy1/UDnegKKP71K9MzsGFDPznBOBTCCT6bYp9GmQbNH+HyfPks15HcpaiJud9QIPT2qhethH7ykgFe9cv1x4YNXA/MRe6HxBf3+nz2lyCDrohohKEE9zO+f+qbwHynVNLqbjXr5knlaj/PixEPCx8d1PLM1SEtPqFHN4tzLDZWof0y7vx4FMs0XtmuE5O4ONVQXLZ6an0ADPOZtuvb3/1AVzdiERg6PQk4fAWrRrZUqKAaBUvTPR3Rv/O8Gfff+2xuFL3qbphRWfVkV0Q9GVE7eUqGK9W5EVr/YqTnvSzzqMAp4aBYr8XnrQmoo9I6o4s40MNbDeIHgFcjXvUsQiEaUIDJ695s36HzyfWeHVfYc2aXv4/vtainchQ52e1HfVTsBywKyjp2NB3AudocU+7/ZalpiGNpWHmR3fkCtZF+BXr+kTw0bNv8Lw1CYjkTUl9K13ASj9YqonkPNGQXo6Ldq5IwjZXMBxroBvZkKinXsaGdiwqf1/i79UnSbMeaI4zjTrbiHjTH/aa39O3Om+LjZGLP9F/14Or2ecKXfMme8/WXW2g5zBl3or40x37HWfsIY02rOFEkYY8yj5gxU6QlzBq7048YY4zjOkLX2z4wxP6uc+dOfFSLPJ6Jng02oKor1AFiLgszjo+ol7UUjnkZ4jYnWMIGIRdBRZcjD3Mqk8hEYIk0hvT5h/l7u0+dbH0UVILDXPeWq2K9bqZ4YpsOMowiLefL06Ncb9aSQFqL4N4hi5EIULVYD9s1br+P/bqseEMTGXwA42nOcC9MKZm2RCujSKhWoXe0QmDhMyoDCc3etvvuhCeW39usBcTj5UwxND0d6wGmEsj6DqT2Pj39b+A+WaCH72+vUK+ZfoHPrJPRAGXhSxx9BYPUDCzSdpAch7Ci8vl9Y+j7hf/v0T4RfarSQPQCUIfa8eK1kgaxjJi/vEHuLo/N3R74q72z61Ll3ai8WHda5eWlAv4va43McBIwUbi5TOcCO7AGkP2zC908fjAq/bK1Gg0yN7q0FN6oRePxp9jHQvcu9dndUIxxdCX3AfkQ8TqHJFGGcH4u1CF9p1IGUh8aZhNYtLdDmgMPolrs+T+FMvQ4LUNFEqw4pq9ep0e9N6V5ejk7UN8Ajz2hqPhDXjFHDqGN8ZgdTGRZYNIu0QaPnANfjMqS+RRbhoINhV92pekRvUtd7BdD7plOrVY9/O4p/F1mtXQt49XMiKvkQi6WDygMdiF2cSYVovje/yZmvDc7eZ5BG5DjOQWvtd4wxh8wZUL3fnA2RyJjXF5Xo/a/y0a2/4LuOMeY3X+U6XzbGfPkiDu11p3zA0NFaXhBUgRDo0fe0FDn7T/bogUIs+WLoEsE8FA5N6KY9jlylXuS6lgIP20ecfhRV7Y2pgFp/Sr2g/rUqgPMrdPz7R4CFj+LiV2I6X00Bfb48HCjH03rg+sfUk9QPjOaSfB3fkgg8NXifkw7nQ3k28epuUc/louFpqUWV+izBRTgMO/Xav7tDvXB31Opc9qWVZxoae1r489QoZbqABSIUIRWrgP0+HtHv359WQ2Bxob6rpQuAigRlYQKV50e7tTB8lV8VSyKA7etR5WAgrbwfa+eOgEZrB9LI00aXc8K7vlbK5dKzf+kSJs4XQ/KEPq5DEeN0otG3oEDffXtSj7ejIzCqIedWojaZ+3gQa+cAUlmKfbqXFx3VveQrUDln/Sym1bnIItVoP2oADo+qonhVqcrhQjgsShHZZjfa1T6NOBzMaCSW0S0aBnHIkmRaldHn0v9X+KoiTS26zad7L3larx9Zj+hnrUZg8lfHhM+9oPNFGO0sHHR/0vag8J+u1pTUUr/O3+5BXat/WK9OBBaTE3mHKcVjateYyDKkvEZUNhAVqg99Mey0yHkQfQQCqJdIWX2W3pwatbvHfyj8TQUfEp7OPAdGWI5llzCSJidf3ahx6fzIcZyPvcrf/8IY8xcXci238/FFoC6gArWhuHZxQIvQQvVADVqiyk/3dlWu6Kk4FNPDcim8zgV4q0nk8Qa8Ot4fxH8gfHFKc/o3ejWXMpSnN2gBfOhYH3D9cSDmXaHpJX+Qp0gk+55WQ6i0W0PaPdAVdo2qIVDm0ROeIiear+P/Oh7grTV6wDFVqBnKrdcidxVdHQ8O6firt0/l4Qc3ItpUpYd74006tv/j18P5Uy9qtGRzpb7bEKp3V/pRQDei4e5dVtOero9osXFTGOgSUNwI2TiR07m4sVyVGYaUO17QtfLXexqFv7Na59qDtV5VoYpnM9A11hbpZhqCsjCEep8nUi8IP5psNxeTGKHxelX5TKUVOOBSJ6aj1DjqlSZ2ewu6z3ZMU/YJIkC4xr2D+q7XAd6xA3pmXcHMRtnphMplGpUMDLbsUjm0MKjngLdSPfDVKHZ+sFX3NtHVrgBiV/c4GqqhHqjcqwcBoWEdqAP9/epQoSEQCjYKX+aHRx/RxgKfvutKq2ljTHzae1zDget/pIZW6BO6d5xr1wl/e7HKsvFHNPWq7VRU+NTkO4X/+OoW4YNRlT1+NCSzbMh2QJ//sy9pRKEmoOtjwSJ1gHmKde0XNemC/a1eVd53orNz/7ROy4FRncuDKU03zoMRmkMEYElIUY2eTXxD+I94fkX4c+os0Rk5cp2esTWbIMg1Q3NekWPO3QuXG7mGwUWgFYVqDhcjFcVXANg05LJMjqjA7wNMGXP+r61Q5Y5oFsOAFhvGeVeMfJC1ad30mZweIE+h2PejIaArIGJxrAtoFC+rlzX4Fg1b5q3UA3BJuypDZWj1/kq3HjDD6ajwP04orN6HQu8RvrqAYVA9YMdQUEuITL4P5q1XR1T5ZQrC3oNTQrqyVRX/2hVqJHojerOSer3XnbW6hVOQV1E0HXp2QDPxgkYVURbHJqzyZWgKUVk+c6v7aL4e3tVR/X4e9oZRG88UAu1i26AqZzfi54FS/QM9zkNAJRoCwha7lVZ4Fgsfy6ly8VopCw8687KtX/dKGn0nLrUIAyMGScC7NoV1r0T9aMrlnZKNu9FsLwXDgLj0sQl919eX67WXVOjiy4PHPYKUzxbAKG9EijpBHSa60I8GPTIy6Jxcjw7qnVicrwzpAO6q1vGtLdLr+73A6T8HBltlwZoocvIdzTuPjatDh6AMCaTZLfFpz5NwTq9Pw47F2fsOq3J79Q6tQbA3KuKVqdfv2zw1LNJ4Px9erkY/I/3BZj3oPJjvyTZV1IdG9fmuq9BzZGO17uX+dj2H6urQh6JRP182rL+P79fxFfmm+DG868mcRlvqwjrXA4DaPZ7QfdsYvk74c5q4DqnRk+rTvXdlgxom3mqg8c1rmn+djy82uYbBRaAiNjCrVoFNr2jPDj3QfAifszELQ+AsBr6xSjcd8bcfHVe0iKbcSuFL83RTdkyq5+LuAu1GemxUlZE85GqeiOv18var4r/GqyHmwNqo8KFNSBXaqwLX16uGxzFAQBblqzLVBqi2iZwK0BA8Pd8c3C/8/VGNmLBPQgSGQUWjGgalST2gv/7KlKfsfbXqRew+rMJ/AgI9gJqCRcjNfLRLjcY04s2rwlHhTyX08PFY1cRbc7uF91qF9PPBKI0gL3sJ0zPCetjm0mjKg7VDw6AX4fLEqL5Lf7HOR22JHmjPH9V0iRd6dTwdOX0fB2JanHyhROx0FhOz70EGkJC5HObrEjMESPS0LQ3req8M6V4uKdb5mK7MHonp4riyXAXt3bUqF8eA4nNFld6rfLXO9STS8EJtKlhvqdb79SPa1JXUSGH3uK7tpSUqZycRbWMjzFqEgo+OKh8H2hpTkepCei71J3Q8CXh5+5L6/EVejfR6UaRQaNHF3KeKOKGRl5u1wjM1hqk/hYh+tj+u32+IaA8WE1JDx1eiz8fmhy+1a5piDYAcajt1/s70jJqi0ZSeW0fQ7DEJwyeL+Sa6XccWleWVi/X+/gadnw2ILv5471Tkn9GkbVntj1LtrNJ7IdrUCajbZUajPVWQ+2HUcvWM69zEjiKNrgXhO5fmlFzD4CLQCDwPGRQPZ1BX872TWmBXCfzlfz+lytqkUeVmU4luMqCJnhMhWJRTxbYyH4bAhF5/f0rxqa8rUiiy9aVqCPTx+dr0QLsDqTmJV3S+yg/oBfzM0R/TA+n5PhVSvThwKh0tyktB+Tqe0PtlYf2XWjVkKFSPpFR5fF9WD6BAs/IWvQjuH53yTD17Qo2YQRyGC5DecGxMr30aEH7s+RB2osLHrUYMxo0qJ4ST3OC5Se8fQ3oCIgZltTqgX6nScH6sXw+7h/bqu2VaXte47g0iTvWO6NoKDuj4O+G5Wh/VAyjP6l74QadG6xYWa4fQ08OPmguh2VCFWNydBkTi5YZKRFpapO8zWgjZB+Xpi8em3veGMv0t98IXe74i/EvXaM543Q26VmxY10Lr9pnzpv+hTR0ct0c1VWRNka5ddoAf6lGvLRXHRzr09zng7qch18qQAz8GRLPH2lWupZFjT7S25yYUvGQ43SJ8VUCVyc0Bja4t8zQKzxTWFJAKWtBDpMTP2jMd744hlSVXflH3Nvv/nBzTc+F77brWOq1GA9k4s7FADZ/hNFKzCtRQJZoga+GaBjXERB/0T7r1nF3Yop8vDesLYx+LnUNT778vpc/6jmJ9dyz8Jt1dq+cO7xWH0d2A6FQIZ/rxLo2M1hdf3Fqt15Uc83o1OJs35BoGF4HY/fVmHGbhShXobwOU11dPqMC5GY1tiPXN4t/lEVV0VxXCSxxVZYfKV7JfP19UoBCCQ2m93rXlOqDGAuApF6OA1qI7LAR2K7DnY1COWdy7MIznG1kvfHE+kG2gW3VNqAZx0uwUPs9AIE9qV8dqT1T4IXS09BQBpalJ329l0VQYddP3NKQaLtR3mRfUaze1qVF4GE2DAl4V+MdQaF5doIZIN7DLf1qgimkGArAfqTiJOArL0SU6NqqHdwdQZnpTUPz6NA2syqfRrWsCinySgFEeLNH7Lw/p/P5oh9bP0KjeWKzzm4ipEX+hiUTMw57I6AFoLZVPFIvP0lfiUicWs0dqVFbmoQHan2enlPF/2KfRn2WQe/8Ih8aiBfr2PNiXBrVQjTeo4p96Wtfa7zepUWvQEMvCqCN6XakfcKjYWwsjOp44QBmKc6qIsri1JYHnQedjpn+kJvX+741q/dHTw2r4VOQ0InIlkIXDcIgwxXURYKJPJ3R+4RM4p9ZuIdDziDpEw4j9ayrzVU4PTeg5tDWtsqg5/BHhr67Q+R+EYbVlSCPdbNhG6OkRnHuL0I+v65w6fH1fhI4umBYJ91mdC6YKfbBRjapVtRpNs1hbbb1R4UcmdK0x0l2ECMKpMT0HIonLG33tUiPXMLgItAteyjRCyiGkA3iBPsEQaj888Cwm5gHQWKhe2yBaq/tHEMbLqGfstNEQ5KDTIvyiQvW0ZOBpKvPrgZiDMvmjTlUOwz4VIisK9fet48hjB3pIG2DkjtojOt4JxZNuCgGBYVKf/20BBcpqG9cX0D+hPBusLey9X/i74npCeCLskDrlKaxcqeFvNoezgJItTwKlB4ZB29jMnoz2MV2LWSqiSGUBgp+JIm3u6Tb1qj2IdIuqoF4gjtOdSB9vDb1d+CfTzwq/PaXXe2taDR1vGJCE9bp53jrZIvzB4+q13RvT0/jEqHr1JotV2dw78oDwrNHI9+q7L/SroTE2oYbLRFbfL1O7GNG51CgcVFlyTv1OOfp2lOteLeqZmp9BKDerUFh+c70W6ofXwmEwrGs9/azKwUkoekdiGn0irDQ77xK2OAbl6ff263j/n4V6vQKkOLKh2ROpZ4S/FtG9G6uAzgav7amYngslQC0agSKds6jfCapiTcWbhtA1Zaooj2I+4qjtuqFcjegipKuMAM71Bx36fpYV6njpIJrI6eeVRvf68sIPC59CCimjl7VIk1+a1vmtQjPL5uKY8EGkjh3v0/H0plSZ7sP6zwe86cQ0xeLh4c/JZ3/S/IdmJuoejMz4OQ2BFAE3cC6xazNBBrgW5jc5xnFrDFyajW6s0sM7DcufRWUsaisHOkQ/GtmMQRdoRe7r2xv0+x0okqsvVAHbNq4C9d4S9aL2JbXpFbvblqMgsDoMZRL0yaX6eQ9yW08n0KgFq7IVsHr9yH0tc1TZGkbqVQg1FM1F+r6+0KvKXR6w5Nd7b9f7+dVr7UcEZ3iLvrDSOvXC0zM5nVq3Apsa9SpD6Kr8o059lhOotxjxqHJweux54T2A9Skv0OZtlXlAvPIS6lX56ytVEf58j9Yo1OdUMQzl6WFejiZHHyq4RXgGvP/thBptNy/Xb4T8MxtKHei42Y+ahwT6CLSjMzENASryw2joRSoOa0Qk369e7EFARF7qVBFYITy96jmk7XlhWAaXT8mKz4226GclqvgG16ocdKBIJbaonDh2UkENcvBArwHu/H2bUEuGwvyBV3QtH0Hjw/+2RNfeSwOoFYMhMIxo3M35GtnlePtQ0xDNV8W6AKAIzCbpRl+EA3GFijkKHP1FSR0PlSdi5S8pUjnIeqJiGAJ5SE/pAlztlSW6V4k4dnhEx3NoUmsgYmgIe7O9Vvj6EKCUc4y4CGsGU7oeq+HgoiGQhNPj/xxR/sYqvV8cekFP8tUNg/9S+wfy2Sh++5Ztnxf+U/X/XfgwjNQkjCTW6b2jTiOdpQAQ6UIKaDJ76aiiLiqRS+dFxQjhJYBP7BvGAdCpuZ5V8Lj3oXc6G9GU5qNIrVRTY5Z9CNXOOb1AzU7NyT98QA/EbQPq6SiAQL72ehWgHqAcjRxDqhIKl7b1qyekEgIyiPQQCvjTST3Qh7yqPF3j03SaQeSLbEJu8h80aJOrDtg5PAAyYxpSZ8O150/qAXjfScxXXfTn/7Yo8uLh3tqmc9WP7qtEWDoNeMccvGKTaD6Xn6fKStbRzxsjOvd5HjUKRzMMpyOPNqdGlBepM8eAdkFaGFTDoRAoS1eV69461a75DEsL1FCK9auyxHQK7rVWr6afxMfUqxzwazpJAD1EJhCBYZ8Ifp7JIlH+MiMPUhraxlFQu03Xe8khnZ+qabpnya1ouIVoWHK3Ku6Ep3y0Q/fpbVWqzLQg3WHVGkA83qDwnAZ7rQTA9PF2fdbmIl37k46unV3DKjdjaFjWkkJzQMA0BxEh2AE4yxKcWyGkbNbDQ1M5oag/QY+mxkQno8IfcRT0YhJOBTOiDqm31KgsCReoLGKNR3dKx9eWgIMGKbBf61Eo92uKfkP4iNH5KYWTIoqISha6IZq6m/qwPk/Iq4aOD/OfQyT++kp9//uG9P51IR1fDxxm06OztTBag3Bm/e7C/yH8SwO6tlYWAsIbRtzmUnWQsJ/MIEAlPHAI0Gh1aW7JNQwuAhF/ua5SQ6ZFa3UTvmtYD4yD21UxH82qgDoe19+zodmhdv391ae0hiHv3g3C+69HQeYeTcUJf0mVqdNAV/DV4UD+wJ06vogKkdK9+4Tf+FlVjsLItT0G3P8KCOh6v16/fFK9kNdV6HwtDOkBU4L7EZ3i20kWrAprQsBipzLpg7K54xFVdq76+JQCk7dc311jSt9dsgvvflijPRMY+5+e+Dvh2UTo+rDiTbMrdr/Vwmo2w1sApI8aGHX0Oq5BfUsnEodL0VehZUzf1bsa0LdAL2/aUdD5NHJfS9l3oVYVzSstlL1uTS3qSLwifEmBonF0x14Snn0H2Kcg36fXTyRbzEw0Ww3CbN/3enUtT2ZVNr3Rxc2jk2rEZxxVNguQi0z6qy9O1RXcXROTz3YN6V4CiI05gW6vq4p07RI1aG9M19bb1uhcOs2NyterwyBvhRrFd+ZrV+09T6kR2zqu2hZTV+rgsV5SFBX+qR5dG1cCjvXeJQrHOTiiz/sKHDYBr97/aq/KkoHsqzefM8aYdR6NIBxwtgqfcTQyvSikcrl8BVIyw/r898HD/+c7NXJ8U6XOxxWl6jX/j7aY8OMelQ2LI/r8NyM1y0LOPwWY7r0jqlzfWws0vHJdfwXoAnb1kDoJfB41VNkINI31snpard/TvXqtd9SpXE4gK6AMkWL20EigXqQnpc+2slLfHfvL0MgbQNfy+U3ztvPxRSPXMLgINIJi4+FhFbiRMYScYa1Teckf1gPo0ZFjwtfFtOju8IhuquqtKuAWFms6g2exKicmObO1vmNYlcFr9+t4Q52qDOWWqCfNqVCBueJOHU/3izN3AGUeciW85CdGEXFBjceko+OvhzJdV6DPw1zRPBwABSiqqy9QIbEQNR9hpF5NHJwS0vnrVZnxVupY8+N6+Gb7da6IiHVV9L8Ifyqnii1zccYskTx07nflFLr1LWad8FRT6VV7cEhrKIocVT6CXl0b72zQA+bGVWpE+zXYZlLI0npsX6Pw+wBtC6Rz48BLxwjCnSHt8PlCVpW72Wi24uFIge6VYn+j8PGM7q2RcZ0PpjLRcMhmY+cxyjeOUhgP0xTZByOX071VO60Yfwsim51ootQ6BtADoPhMOqqIlyNSy/40E0dUuckbfFZ4750KguCUqeKfd4VGKJaeVgcJ6dsAGhhGB/unhtSofVeVynXCnxIIIAiv7tJCPTeGJ2BUIjLaGNRzh06Bw+O69sNeHZ8PZn6hb2ZDwKKBDFN276nR91UV1L3RDsMvY/X7y/K0Xqo6ABjyUsKVIjoKB9rNFVHhc+jzgOVoUI5kaiJ6v385zr4ISPEFf3KaLdBYoBcnIhXlOBGkeOZChTGLI7p2CMEehJHmQS2dP6IOC5fmllzD4CIQ0RDoSXjgEQ2Z3rpAD/v9fXqA0Cu60qNeyhAE5NFR3ZQ/7VQBvOFBFTCN5apNpdJ6QJ4aUeUti+djo5mrfrxDeO9bYGikVDEeP65836gqx/SC7xtmwzYVMoRPHUQImektkw46MeN90dPI539lUAW8B5CXAQ9D9jgBpkFIlwyoh96Dgr1JpA8cH4rqpUb13bU5Gp3JTurh+Gzi74WnBzuQr9GaW/3vEJ4FhifHdC7htDIVOV0ra4t0blYW6Q/uWaxIMKGrVPmwDbpXfOj+ub5LlZFW1Nsk4NnKgxHai70wNKl7pxBY7gNml3ktxO6w45PqlZytRuFSo0n0YWCBagzIPJ1ALPtKy5RyfkOZrtUhyAUqN8yDpsd1z5DulT9aDejbQ7qWWMt1rUHPj6tU7puUXu93nlR4z1IoSysBd7oHcnCRT/fCggKgIkGuEfSiF3PbhtqvoQkU8mM+RzOAlc6q4ZTy6Hy2xrWLeFmBKuI+1Duxk7AD4dIFhLNhNCsMeHWvtyMisxDzV4gU3aYwDMF8nb/YoM7XKaBA/X3Xd4VfF71X+M7TKgv/72GVxR9dqLKtFqlDX2nXyP6qAnWCtI5PnVPl+bqvBtI6V6MI1HWl9YzzevRZgTRrdgzpu8jC8LiqGoX9qJ+J9QDJb56TW2Pg0qxExbPhSlXUm96pBZ1OpFH4muMtwv/1Z1QA/NVGFQBU/ONZCHj0Ciny6ecn40BKgeeoGp6WWyqQL4jDu+V5FRpNxehIuVG9oqH7NIS85KFW/bwlKvwapIv8rw54oVM6v/Xw+LNxzLFR/UM6p0KpDh1HiahwW7V63n5lvXYALVqLugEgBQ0enDqgWEMwG5WiIK8ppO+ibFCLew+Nf2fG601k1Ou4IKIFd2XwohYgvaAPRhNsNHNbpR5+15Xp4tx8ox4YeQjXJPcCcQv1HnbTMuGbm3TvNf5E0+Qm+lDsCkPnBrzrU2OqvOwZ0rS14bDWIIwmNV2DnX5JGRYvQzliMTND2JfaAbUxX5WjMAyDKNL8yP/awqn98r02/Wxx4cyNC2m0PjWoa/+rV+rndU0x4TOISFCx/uYDmkr0IQ/gUa9VtLTPf1HXdgJycKCT6RUaLtuHeo0YDB1GKiOAQg4VABoWqEOnE1HhhzJID/Gr3FzkVUPtpUyL8CvDbxO+ASmZk47u3UlEgr3Iob3uUzrezd3q8Bp4QfdKR1Ij7ddV6PusgdxftkGdNv71MCSSauh9dLv2bNlcfpvwbBhHQ+3vPqi/91aoMF3Tpev1yE4dzy7UIBTGpmQpz8AyyOkoagYSWZXDRE6sRzSnJogmnyGV8wOter3qzfr9mrUwDLTOfd7RpSZ3L5Rcw+AiUC2w5m2APn8lp0wtexNURfOzv6dFW7u+DOx4NMKhsjYJl/fAhG7iOmxiFvduHVQBvyTCkDyaTKHgtWK75hFHblHPWq5JPWkheP7qvrZH+CuBR/3rWTUEOpHquqVfDzxCZrahwdnXhn4k/Geq3yv8sojOVwCpTQVVQPdYqSkDHngKPYenDpxT8ZlzK6uCaP7m0Xuxx0Mkp4o40ydmoxVG86LX6Ksxq4qS4PXzViBMsdndpzYjB38FDKMcFXdASh7RXFn/bZi/Gngh44ju7NaIhA1B8YZyUt6u46kOqnJylXOX8CeL1ChOOzreWFrTR+Lj+v1AZJ2O55xOyRd2IPnzNWKTnmOUo6RV5ZJ7qSii68sLBLfqaQXBG8tUbsbg9aQhkMHaurVUHSw1CzRlM7BU13Jel+7FU/tV2WFkMLZb71dyM9baWjUyQxG93sS/6HiOHNZzhadMDB5+Ys/7ApMzfk440D2D+v1mNIBjDUQC1bgWI6xwVJFlQSzhXMfbcM4B9tvTCGjbq9QBVYHI+P1PaRre9sNakxDKA8z3JuQtrtIIj00gpdaog2h1rUb/vvewOsSKIEtzSBXzXafnXD672FcdFr7nu+hkHZ7SGwjxvXdI31UDFP0g0mXZrI2RvmUopG9YHBPeg8Js73I9I03xzPCoLr2x5BoGF4GYl5zpRkj3Oc3T9iTRqABY9ZMdusl2D6tAYaoL8Z9PxXU8a6Hc7QbaxcFhFbibyuF5wuGchmEylEY6CbywZp8ecPbGqPBOrSpzBTepQF8a1ILc0W16v7aEKocbSvVzYuXXFKhCUTaqfQga0TiHB34chorlLkLHTpNFxGBa0d846lOWFKoiyTzgxzrVqIzkATIP4fvSQs17HhidOfWFecT1BfAEoR5jFO9+NTpYrkBn24KlmCwcOOndmgr04CuaRnf3UlWsAzicnRASdUG5FHqIDOtefHCP3o/ddNlckMoZDYH+cT28ZytOLshT5SnGEP4sEQjSXBsCpFKjCgDT9IjMkgXyzIlpnb9ZnzCKRoMdGd13FQHdtx9dqpHYglUqFzwRdcik9yEHHmKODpYtpzTt7J4WlWvWC20JRuzQoK7lq0tVTrPwnkZWIRTP0HIdH/dC+7NquCyI6Pj2DeleqQjo/PRO6PgDKJb1I8JBhLFupPlNJAH7fRKKc4eu7aJ3Q7ZU6cHnr9YIQOCYro81a/ScSSmugMnv1r3nWavnsl2gKbGmU2VBMc6RfqTf+EOaOuQfRsEuitk9N+l83prcI/zgg1PjK8GR9BLSrnhGBrE02ZSUjSE7kYZ2dLvu87oCXYtXrYgJbz0zO1PnE53pYuBGDFyahdZENSTMxjiT6FiW+Y7mgfvqIGC3I9cS90MN3Dn4zzQE2Ol4AAdCKqcC6/CISoXifB1PEobBnpje79iYKlfPP6oH2g8+96zw9vq1egF4ZvL7VcCmXtbxXVOmyusrQzohRbCkoB+YCGo2xuEJS6HmgR0rMwpvbvJhCBjMXzgwNR8rovoyfYgAZNAIpox5rkCHSBn1eEfzNHw+5FFFlcWrrUaVl6PxRuGvrNXvL/+kKlOmSAvwzils9+l4Ms9pusW27cjhR43Fvnb14t2yB2lr1yAkXaIhjbxKHe/EKVVmyv26lsr8ujePxIDtbjWvfGRCIxJBn27GCfSZCAfUKB5KqdfxQg2B+U5Li3T+czBEz4FwhKxJTeO7gHC1FF2SY4iU3lyhcrj5WlXEPHUaXXEGVK4fOqkRBvbw2BvTtTc2qdpY7wOqeBbVAKFpTJ/1wVaVg3/d8aDwN+S/Vfg/WqNrOVgOqGL0x0nrcM4xdBaFsdaH9QvvXaB7uyKo7yOZ1bUdylPZFPar4KQHnURF+gmgAP16ucqC/GUqi3IJff7WhK7FrU9rxOHWSh3fyA59n6e+ou//9kZFSbJWv89z/PutakhEOpV/34imlpXfqYaNadT16K3T5x2Zdjb4YDRuLEUvJci9xggRkfT73cgSYC+iBYCaZb+Ysof0XTes1xRMl+aWXMPgIlA9OjqG3qIHDMNkzlH1Gib3q8DMy1OBsjiMTQSEgCpY44TfPD6qAvWFfn3tkbyZYfLi8GrfVYvcS+BlHxpUL2j5AiDpPKdCp2hCvdg2hJDyXp2flUjd+dZRVTa70SSJin91ALmeEf18Wz/SN8rQlwLOjdF+FYoF7To/tl4PsJqbp+7/k69G5bMbq1VxrK3VtVUG5JDn0Xl4zABSz9HBhoOaBz2a0HqNcE7X6gD0+h50Bq7q0fHZClil0Dac42p4JNr18yPAu96FdIZIns71dYdVEc/fgHwSdJ12kO6A2mxTGdADLQtEq2MT+m6bHG1QdsynvyecKckPONEA8q7HU/p8F5oaNt+IUMtFPhQMh2d+voZpefHP9+ra8cHrSKx1otSQBr6jey8fim45glF/cUCNxtXFOp4W9EO5elDf9cDIzJCHNUj9uS+sQABjiIgU4/naDqlRvPjden3fMnSYH1VDqAo1FGtLdC8EvPqAzYt1/gK1+j5YTJxCl/S20yo7gj40AAMCWydq6ZK9er/8Rl1LeaV43oDKilMwFPpTqD2DskzQkQeO6TlEimKts0HZUqTsHuvR6OHEwzgLFqohBLRTc3vd1PW+clzPCUbFNzWqXC7ZDOck5Hj1Lh3LyV1a2xZDfxtG01JoaJYZfmNhk18ruTUGLs1KHljj5/Rez+iOdRIqkFIj+hr6Y6rIdyYpkHVRFkzQM6H3j6DDZcCr92Mr9W3ZQ8Lf5kO30nPQLgjnqfcjNFpblx4ANc+jUQ/SVVJAvukf0QNrGLm1xf6ZDQHCn+4cgJfSKCVgGMUggPvwvioGVWh6i169M3RtUNfCMbSSZ7O81KS+O6Y1VTvqZey36olhTjsp7tGxZ3J6ONHILH0cXspn9foJIHU8heZ+/Wl265wZPnQvvJbxVp2P0qGY8CaqyphFMXXrSV2LoxkdbyOgaJf61cj7Rt9fCb8g+hbhmSo0G3wp4TwvdUPAwk+KpuNmfZnOR17BzApCxTRl7rpKXYsh1FpdV6aKLotJc9iWA4CJnhzUtblzQNfK/Wpjm9Zxvf/ohK4d7t0SOHTaAHd5MqHfDyBtsKpAPydEZN3Ven0biArvoDMv6znCkON0iAxD2fvyy+pxv79ZZU/5cvUy+KvQQKxfx7u/Wz3oATTajMLITELWhLr1ehMDMzfVWgpLMg7llVC6dMAlsFU5vkMj+v23VKkTgYZrCvf7yhGtifhgRiNOPIenF8ezSSfTkWkEZ1pwyOHdTyJSvaxQz4FxnEsnxnRux3CupeMI47s0p+QaBheB2CgmulvRA4guMH4cIehW3fDt42oIsDHPxpKZG3RloFyF4NHP9+j1e9IqkJZ6VMDTq8e891AYSCIJ5V8c0Pn5S6RvfG6pKovl8Nr2JNWTs31Ix79/SO93LTpG0hDwQ4G4vlLn99keFZKP96iCweYvbPeeOqXvN68fDefKp4TiNcs0/LwVwp+F3rQ5B2EUxa2Gv3uTB/D7mT0dd0XV83NFsb7rMoScT6BQncgm/ahBOBYn9Cy7iSJPGhCC64v1+n+9TQvZ/3KhRkB8G1BAiPakhQh5s4aDBZ2jQGaxRq/XMvyEuRAi6lAoD80OAW4+OfnqRuZ8JBZPI/vHjGF9JIdQBFmiP7jq1qm9dGUW9RNY2hmkzrTujwr/MmCij4wyZVCvdwzN/gp97JeiA+Be/UmPRts2Z/h75HFjro7EVQ71ejTy/GnIJQ86L7J2bXS/jnfLKZU9R+KoscB4klBc8yFn/2a3etCvaNULVMNj/zLgP68s1r3ZBzQ8IuUcw/vM5dToHEcNwx4YgoNIW6QhFMH8Etr4Pwc1TfPY8A+F/8Kqzwq/BtHhUJHOR1u7ytbKAJwkA/q8XajJmF5wnICe349n/TY8/pVoXMm1yTQ6phoV4vM6gDaMwJmZTMBjMJ/JcYzjuA3OXJqFitBZN69GBYgDz1HLKd3Qp5CfNwgvKvG2l0XVq7v4DniGCtEdF0UJ/c81Cv/yoCp/hR7dtEF4aqpXaUjVE9TxDg2jYNWvQuNd5YpIsA+9TXp7df4a4EUcRHpLp6OewIG05qk3h3X8DYBSC6DAswmwh+UZPdCJdhIAypMXUHCn9qmAX7RhSnn3I/OmHChEcYRkC9EZNoUc7AZH3Zg9eYqDj+i7saicrkXJQBWQShLwoo2jBoJG2El4ipZGdC10Av2CBxAbpn2tVdfygEeNrg9t1bzbpWPwqkX0+rGEvgAWGycygC91VBnzeoG4NUtEgJSaVEMunUW90iVmCFwobR9S5awX6Rv0Wk8n7oVRKBt0SESBpPJHrT8Q/j1FmqoTROrLDZW6lhnNOgiPMCMGTUjfiCBVphMOEHp5j1ptVnir7ybhCwoVdcdTj0aWSKMLdqtimjoKmGXIudoCpGDi+WlIUU4eHlVDIp7Vd8370aFFGoMsGoCiXobUoOGUCuZheL1f6tX19N7Gmb3YMRTwXpOv0MneqIJasDh8CGmTPzqp52IzUohXIfJcDAdayKsRtOPx6YX6zCIQ1qzEtXsxVynIeTbWbAyr4JyA0fhYpy6Oe+v19xMTl5YqykaglxtdWm9jnhKRNCYHdcOmAHlIiiIEzDBfdRDFriyGXYuYdpV6Pf1RLfCs3KbK3h+vVIH6aDfQKcKq7OQvjer9wipEartUWVsPIcNCpPak3u9d9ar8JSCE2MGSRENiYViFXk2ZXj8f0G3fbYsKz4Zy3x99TPi/yFN8cm8YSDzwnkzX9QJL9VnW1qiVNHZQD8e/e0lThQil+jft/yl8TcEG4RM+VQbYx4BNjcJQXtY1q6I9kdQD4AV4HUNIf9iLJk1XlAAZBYXy9EJ+plk96ANpReo4PabjbRhSxTswi6eHEYmfdsModbQgsDSk7z6RUSM1kVIUpRwafLHvATsVM6KQc+D6m+dEw5PYI8WIRv6kW2XFyqjO/3M9U99fAHjPFF4t+RNQjli8+1RS0eOuy18tfD+M2M2l+i5rg7p3/u2EPlsI6HPRwMyRX6YeLXeu0u8jJDEW07mLRGDlF6riSJSdyDakIsHh8wqiOYmgjo/RtT2jem5sLlEjPJFlZJuRXfTsQFoabPZznBB1BcpP5HT8p9UGNxsA7p+cZAou0OpwbrclgQhn0NUehlRFsSrTH1uv8zUR0/E9sbtReEagagCb7p/2uMuADreqSO9NqNYiRFbHsmp0x2EUsWcGATo2lmm9S7lfdST2WXBpbsk1DC4CHe3XCEDJgBYM+tGqvKALjWfgFavEgdEORboP/Mo0Ci59CMuF1TOzol7H9/wJVea4R6mYm2IgvxSpsuavU+WoY5eO9yfder1V8JofH9Xr9aBLY0tcleUhq4VTGUcjBvmY30iNzpcP6BhvG6EXE4Zf7k7hnVyL8MSj9qIm5IltUzBye57Qw2hzqR4ueVCMq1Av0TLOPGQVwKeGf2xmIuaAd6Fw+/sIZ9+HYmZ6rfrTOp7vdKih89EFOrct41A2oLyx8Q6pGCg2B0cBeXhEjeYmGIkMgbckdDwh5F0XZRVY4Fj8EeEv1MO/sPBmHY+j6+FwbOYGdfOdWCMxAijjwZjO95a4Gp6F+Vo0ua506vcsjJ8N8DAJj3liUpWh9uQ24TcuUcPghgot7N8+EBX+ihJd67dU695pP6fQXeVoFnsrgUhxCQrv8+GiP6fWrR+IVnEdQPo0m8mpXHygVdfit4e/IvyvV31c+Eo4sKrzVHHNs1TsZ8bGn01ZHAZm5gOxp4WvDWJvYX46x/V5K4L6vEeR9ljoC+BzlXUNwZmhkmnI0aFo4RH0AkKUEZkG1D8xWjtduT8INLXrgKxajOhEDufCN07rs1cDAOUqNIuj+4UOp+mww8acC4M9v8lxi49dmp12DKniW7hfQ7i0pidQmPNwp24S9Fw6R6AytSf7inod84iPDZ6NboJQXNm9tgshbhPHgQPDwFusF6Cy9rZaPZCOobh4H+BS+fxZCNjTw4/q7/3qJX//MhU6+Q06Pm9E309OU0VNuR+pVPBEZRGSpm44gpqRvmkh7w3FOhdMJSqC4k2v1ffa1Qt4ofjKzAGPww3HdIgYcsKz8HIejOm7en+9GiqdSf08D56lG8p1PpjHTK9bB6JNh4bZlEnYc7p2P9Cqz1ODYNQzKUXM4lp7rZRxdG0mHTVSL7cDiMrNEkBiNhRoTcjBEX3f3x6egnouy6GZnaNrYdijHthSFNJ3eVVuvq/kE8LfUavRtKZ71MihQyNzRO/X9VNdTMfHdO3RKD2K1JICpDI9nd4h/MbsFcJ/G0bwr9UpEICvGh501FS0AYt+NKPP+/6Sjwm/AHuLEZocZMsQFHmmDfqwOFI4J5kqRKfGbf5bhB9BRKIvpc97dy2gobHXeP02OGHY/2ccsN/DRkMS67OqF4wldD2UOHDwgThf+2IsANb5nt7PKIpaLUYIfHCeTSB1qBHIfbCxzTiLiRGdYTo0AUkIaOLS3JJrGFwE+kq/apKri7SQJ8RUEniG7q1V5Y+Na1hM/ONO5G2/pMpXyX4taA2hWNmP1NNr8/SArDqhqUjP9ekJ2P0DVWYqr9FUJU+jIrH8/kcUm/27D+oBdgIh3TI/+w7Ac+bXZVsTvUH4EDwvw3E1bCobVFH3bNYJeU+Tpn/s+jr7Iujvz82PREQoyILVKToFJA0K/wjSsIiUEUWToAq/5rkSjnQ2ej7znPDvjOhh6xggmaDY+NYqffbjMPpKUDOwsURf/sY71SvrvV5TdUxAr+fsOiH8Fd9QbeXwqCo7y4p07f76Eh3vC/0a0VjiKCLXaERrDAbje8xroXhW0+4y6CtxuVFfUtcLFRYql3vjuh5CnujP/x129N1msDbrHTUc+lCYH8uq3Ftavkr4hvW6Nm0DgAH61EEydlqf5c4PaeT0hv269g4eVSNoc4UaFgVelbuZ3Cbhe5NI84uqR2LbDh3volJ9/pODKvf+10m9/4qAupUrg4zJAIUJ0aDurM5PI5r30RCohAOG0dKulMrhmyp1LW0FilQJQDLWII+eRmockXEH0Ts2ewx4dTwn4srvRivuVtQvMQ/fE0IaJQIQq0r0/R0e1fdT7tfnXVsyNZ4HEbk9Jx0Zc53DOcToBFcCoV15jv1qs+6FopDKOYJszGdyzOXnsCG5hsFFoA+VaevyK+o1D7mgWAVEBukTjbjeZmzCgU5VdjI48IaxKU8iFWb4lN7v2irNM69aoAfgglo9IG6HgN3TpQdKwUM63s03qvLkQbv1qypVSOR51BAZgQeePKnBqPI2Bq93L5qxNL6ohlPgHkjglY3Crn+Xdm7ueVrnK4ADw4OIzygiBtNFMBD1TD2CM6RTQG/oSapAn0QOuscDJA/kuJN+pfRW4VcX6fX64LUrRjQsAS/fLkDB/lqz3n/j7boWvLdq+ga7ght2jy3Rd7dmmX5e2a574fCQKltP9KihQez7cUfHO4FwUGlknfAxwMHOllo0ltbUmfnWqfhi09akysbepKb9LUbh/9KgOhm+2vP5n/97bfFH5bMaRxWlZ5MPCO8FqMLqfE0JvLtG5Z63TL+fO6Vrdc9D6PmRUgfNjRVqeOSXMlqmcqqqQhXpZnhhXx7Q6xflM41QHUweKO6EM2X6xrurVa4/0qVyrjBfn5eyqzOh1986+kXhF/l/V/hGdFbORwRl1SI1mjdW6t5Oduu5cGW3zk8/Um5ZrL58k75vB6lN1wMU42+e0nqm68p0/iZyer/GkI6HfS3YNd4yVQCWSymcGmOozS7wMiIz9e+VER2L1xPT3xbq3NRO6LsfQmH/SUS/CtALaTkAUqorlc9DPcRkeuYzfr6RW3zs0qzETro+eD7C1+vhZhaqYn+O66JHBZbnp6poLxzQTcy+BaV+VWa6U2pYbOnRA/Q6eAtKKqD8QCDR8OhKqpDoO6iKcM1t+nwL3y6sKduiysLOYzo/9D4U+fR+iW6dX4aA+ftEL/C/d+j9vVcpBKZt0vkK7dQDn2FQX7Vevynz6rnJDUhdaYqgOygOMy6VRFYv0Nr5U/0Cij85N0wlYuOb1SUx4QfRU2PZQjUyo1269l4e0LnbtFGNMu9mPWzPof2KtNL2fZ2PhvcCxeaaqPB9Hfo87LFxbZmers+j+d8CP4xsjxaAHhj+pvDsWzBpZjYM2Bk5z6vPk0i2zPj7S42WexV5pTBfhScjCqfTqlA0Ft/x8383WZUT46hnuDn4fuHbrRpdb6tQD3ZdpUY+YROabL9eP+hTRfDFDqCpHYwKv+QeveCGTyP6NahyuvGn6iEu79brBbxIDwFQQF1NTHh2kTbICB1BHviyiBoCL8S1Nu3uEoUjZd75u0p+R3hCD5cDfhO13WaoDxGhbl0rC69VF/zStXpONXXp/A2c0Pfju0qNUmeNRifzs/q+//gOjXz3/6fKvgI0JDuG1LCKgD7gc30qW67MxYT3LNfxlRfp8/x3o+dWBwzH6bDfHQkYlUxR1eCSqSxRufV4q+61ZkCUU02m0RMe1rmoWwarki/fpTkl1zC4CBRHCLUdAjz5oG6ysqUKIZnTPXpOCDg9qQL45UHddMsLVWDuQ0FfLZTPf+hQZWt1p6Y+NQHLbEFIt/2xUXi+sKcDXg2RD/2bjue9G/X+ketUQN78ARQ3D+gJNvyIeo5aEouE3zGIvG3kS/YM6P0OPKIHxhUnNT0lvwy5sn16gJfXAb61Qr3YgTwdz5rDU96YQyOAQkXaGMPNTCuLodDZWEAOzpKawogCoXJ3oanTe9+hh1HeWj28Ikiv+Ee/GkVm6Trle9QL2/vPev0fn1BFsgr42lX7Ne3L16TzWb1IPV+tu/TdTxAJBsXPAeR5r8hpGlxLUPfOWFLX9mxUmK/Pl4U2eqkbBjREF0C2EB7XC911WUbX38t9a37+76Gc7qsCq3Kx16iD5VP1+u7uWqgGfgA9Ozpe0n3+jROqHLHzbi+KWf98rxqJf+lXD3gwoIplez9SQhE5bokDPW3kG8J/erWm/flQv5FG7RaNfBbnto6p7LinVM+hu6p1rxcietgS1/ljqhGb25WXINcGtLNF5/+lBzXSfHujOh1KFghrEnBgZXfrOeLsVAcctd3TO/T97BnUc5qy+ZZ6NUR70Bzy0S693tf/Q2XBO9epoRq5FufOrzcq3xcTvv/7U3yuVe8VgWLva9LPJxEtuhk9F8rK9F29dFzHvhtNP4/H9Uxc9aSunepi5BPPa3KLj106DyLM2lYoU/tP6AHxmZQeEMXFesLUF+qmOTSov0ffGhNkw65yCGjksTdblZhxdGZ+cVA3acQXFb4ShznRQY4i1xKpluan+/T+qd2qnL33o0hFatDnL1qr378NMdpovlpCrwypwC5DRCXi0wHuOqIHUG1EheAgirGtnkemfgQh/SpVVtdcPVXUOPgckDBweFD8QE81xeiuWVek9RZtw4gggBykHg3hXRXDyzd2DMgXCBHbRYraY0JYLH2qDGRe0cn7573aXK8MyBxdqL/pO6zvurZBZyywFl65pK4t/zEdb8u4vqvDMVUW+zKqLGUmde8SnnO2zsVBiwPZXlpwpLORz6de1HVRdK9FmmJjocqePKSXLA5PyYLvtKqiOwlQgs80qINiHXLsS+p1n2bHdXOdGtZ3s39Ix1qUP/P9yxBK/vYJNaKvKVW5UoZOyNM71xpjzKJCHd/qlKZC+f26Fn2AqMyiM/PC0pjw46hfakd/nWE4ISrQD6aiWt/dwqDu9UkAD7S24VwrB4JVF9NVsBeRQnsc6IAbK1S2VNXouXpiq8qG6ir9fAINw/xs7Ino4ytovFkzGDUzUQQoTKfQyPSftqjD69521IC8VZ0inkqVXUVNU8L8enQynphAmkO1jtV77Rrhm+/Wd+3s0pTJhm5dyycS+m5z0FGOjupY03CAuTS35BoGF4HYyGU1MILr0fXvREwPnLEB3UTHgcccgeHBMp1WoCUQn5mpi32T+oUKNGnyAT+7DdkQC4FGUYjrHx0hfrcql4906vWX4gBLHtQDMphTr3OmV4XcjzrRC6BYBTa708aQL9k2rgcQYd9eHNADOomQfCRPD5hPlmvIOYwQt7do6vkXQBEqBmoO85CPwXAgtjcVzeLwSuFjCS2Up+eDnYj3AdnD7FMP+SpU1H1fnbCmDkVmJYDSLfSpF7cAa/0Autf+cExRgRoKtCaislPTHfLq9d0x+lMCDMmGAl1LaeyF2JDyrAnwenUtTE4iXwM0AVQiL/oWXOpUkI8CVnS7vWIxGsahGaJhF/dphfyt4+rBvr1KFf/6qpjwjAiMdqsceL5FPcCnEzwe9fdJRJe8QE/j5wGEQwaQbnEaDbk60SOkD8E/68ycfsGc+eF+3QstOIf2xNBoM6VytrlI1ya7Vida9RxLwtAoBgz3ggZVdIfa9f4t6Kq+Y1hl35M9ejAtw0GUGEJ3XTgVvnhU1+Z9MMQOA7SCEQ9mCvzVqT8V/s88fyg8398SoAjFIMtZw/E3B6LCf7FZz0U/WlNPDExdj8665Yie5I6ps9LZrXLU+nUtOkndC189pefCHVVqdB+O67utD17aDhA3YuDSrMQagwXwxCwJ6CY62qkCiYppOQ7H53XPmmuBKsQOiWuhaB8aVQGXgVfyldwW4Ss96qmI5qtAbg7r4R4DmsNftCre9UfLfkX4BWgANoE9tu+wenEXD+sBkkjM7FV/sY+5t/p5pV//wKKtI8CnJt42D/yVhSjOPq7jHzqo97tj01S6zKKN6nHv3o+mTSj2XQqjsy8dFT6R09Scap8W845YTXVxHF07oyjcfmjwq8J/rlAhHXcMq1HZhoq4p0ZV8bsyqMrcnnF9t41eTQ9g6sk7wncL/+MuXUtjP9Fo1EYUugdhpHdDGdg2oNf7l0497PPyomYmms0QII0AGedyO3A8Hn1/J4FfvnWbyprb4LWlcjk8DQGMHvcTSF351xOqWDYAY2AXOr6PIaf80dhfCb+6+MPCN+WQAx7Qvdo2rsqR16NyuMCrzxbPqtw6AOjdbw/+k/DXh1WutvZFhV9RrnCr4YiOhw6pRWE9F7oABbyiUNdmbAI9N3DO9Kd1L41CF9yA+7MTcRheZjY7TAL9rSelsrN7UI30ETiEVhbp9XhOEnt/AkbqwWE1dD5Q8XvCnxjV+WoC5GdjSMffhPV5YFTn9wCiud0t+nxVOd078WkRjAGkK9M5aR7Rcyg7qXNZHkW6rEeVHhoCO4d1n7cn+C517Rf5LiVV1DHnah2XF11Kb2Pe0jiyBYhCU4BGOm0I0e4D9nupXwXIIt3/JooiMzam6QIawxHoKmFHJVCzWaf396pQWIxcVSrSMQj8TQFtBU9s/BOoUXhuYrvw5X6F5UshzMhi51GEuB8df0r4dxfeJnwrUKFo2J0Y1RfahhaUIaPv79pyFENDmaHh1H4s+vN/1yzQa5dUqRdsH9Kadg/ruxvB3IeA8NSR3i28w4pK0OJCHes3F3xE+HK/HhB81sFiXXs7BtWjnspqLmrUUcOiP4sGZDACHxn/vvC3Bd4h/BNonhfOU+WQedQPtOq7bB2fuSaDnYlfKw3FtdtuKNgo/KXe+dhrdW/8sF0ViGsrdL0QS38IKQ//t2Oq/ueGkKadJSBn/qP3z4TfGP1V4XeNfFX4tdEPKQ/UI5+jiuVPxrXwfHXuHuGHPLr2fQktbq0K6tpjSihTka4K6/jK8nTuElk9B5jFFoADowTABlsGdS8S6IAU8AIetkCv93If4Dwn1MMd9KqHi3sT032Oot7uUSjm3tTVwg+mdX6HgPI0iOuxZoS1eXRgFQM2+5m0nmP1OX3flUGVRQTFGAWiG9QAs3NCI9ED45oql9cJB9e0iEsR5nIAENv5SO05hR4LG7NMm9Oxc26Z8np0TM+NtcUq19mfxqW5JdcwuAhEAZqFIpubVAHqxwEwBPBuNhfpQ0j3ymL9PdEoigFjN4JutAvQoZEdNFugHHXCc1SHtPEA8oDTlhCWxEAGSlFO4V47xpHXDuQdhljbxlWZXG03C7++BN1rfcwNRZMseHHX+jXdZSKn1+P7Zzv4HjTWeah9KmKUatHoERueHYmrgEbK/zlz0TL2ovCzwV/m+/RwrgWMXE1Qb8CmTOc+u/K1OVXeTqY13WPLyOeFbyp+q/CjWZ2fJT6toXgy9QPh3+N/t/BsilTu172yCalFW9t1vhYWa4SibVTnN5ejJ00PvNkiCLx+vkVTrJTmSV9oDcOFfv9iU8Sr0bPlhSo8ovlMx5mZ3xxc/PN/vzKm0ahVAb3XvcWKitPlaHTqhsLfFN4Dj/Co1Xfb5uwTPpnWdIsD9jHh1/vvFT4fKZWDKX22CUQmj4/BSTChaXS1eYq6NAblbWwQDdXQJXwCTagaCnRtZHO6dhAoNUNIe9wTU74GHvBjcOD0p1SWlAG1h++eymjIqKKdRA+METhkiN7HVKAXxxT4YH1Go5u1IfbXUX6d0caaXlbSgwrQrLISSEHxrCrrV/o1utafAkpW3qvv7Zf7VY6/d4G+KzoXawDKwNo3nqGkIDTLYqCtXdL+dufyi+ySXMPgItAqYAD7sUGH4MHfNazme3WBCiw4vs7JXR1HjjvhMsMopr26Qjf1/mF6ptBYBREDCmQqvuE8HfCKoHqtqSxSXAazOj52lOzMqTI5jgO7zyiK0FpznfARFIlR2b26VJ8nNdko/DEUE0fz6cWduTlMASIS3+2cep5Sj56eJfm6NlYVIvyPw78V9Sg1IT2cWjNafEyPc1lIG6K1oQBz15AeTvfV6bvxzaLIjXm0hmLC6NzTEBjJqrJV7WkU/pXx7wi/LqQRA3r8f9Sh87mhVA8obC1zTVChanch+tcBRXsSB8RshgBRoBY7ahQXe3W8gegHhN87/LUZr096ow0BUiVQnAhcwHoddrIOwItcPk1WnY6rh3YivU54QqM2GZVLTB06ZFXxT0yqh5vY5bNFILZmvi78PYW/LnwAp+9gQq8/bnUtb/a/S/hUTuVaDxqAHQV8JkEUasLKW6OyaBypTd9sVVl0W9XM50QKxXdvKVUPd3H+zIZRARxoNXBa1DmquO8e0vnK9+j4aIRmIbfX+/V6z6W16/k7A9ppms+Xh4Mui+dht+BWpBBHkU7DrvC83+E4utA7eo7Gp50Vi9BLyGd17YxlCBiiYzkax++RCkSdhVC0dcjnZfTFjRjML3INg4tAbMwyBBi4E4DqqsCmYUfExDlFayqgq6HYppHOcTKuylwIqT8JtCcfSs+sPKwvnjmM2IbDnB0y/33wCeFXGfXo93gUNs5vVHsYQzOW1vgLwgfy9QA8kr9Hr+fZKDyLj9mddzit8zXhqBDtQ5HX+CRza5n6JKwptFPr46Wszs2pLi0W/kCFFnVRALeMqaKfNcCXniX1JOTRucuDplwVRF7tiB5mLEw/EtfFXGo0j7jPo3nPnYkdwi8K3SR8mdW9c03B+4Tflvye8IUBPdx/u+x24euDutZbULjPbqxeiMhMFj1GLjDVx4M88yETE35/5pDwfXFVTi41KkQEpCnE7rG6oJnC8NMu3WvxySnlNJbQxoNOgV6rK6tpWs1eTTXps2qEVjiNwlfnrRP+sfi/Cx+L6ForLFgsfCqreduH7BHhlxlFfoGeaioAJPBk8lvCv71QU4tiyNHvg0efaX8BLyMIiNTCaLuhArk1IKZCndtzhYbAjJczNUCt7krq+DaiueE2oOn1ISLDPHsaqd1Q5Fca7YTdhQZuh7IazWOqWYWJCs+ISzpHh58+376Y8hwv/Gfm0Kjef2v/1FlQ6td7ZXCGd6Mw+0hc780z8flx3Xsb8zUyvA2Q4ac8Ktc+FdF+MIxEz2dyjNvgzKXzoDBgzBZVA58ZsG7fOqUhbz9CjutLVILsHdZNWhNRAVi7TrWzJWiodWSnKn8nx5QvBSTkIIrGGjH+5SjoXAyh8jQ6I3/C3CF897huqiV5KlQOxmPCZz06v/cWqqeuY1IjCjWeqI63RN9HIYrwor0ako761PMSy+gB1IcDpgEwg4WI2Pg8WiTyvdiUgvDhkrfJZ2+pJJSqKtr7RnQsUaSN9Q8p6tBsVJhTxX0BGpwV+fRd9cHoYSH5aUDupWFUrczT4uCVRVpASehc+pFqUAi/3rxd+Mb8qPBVAb1/cf7MhsES1PM8m1DlrrxQjcyRJCAD4UlLpYGNPguVedQQjPvVaL7U+hqU+NDJuEjns7JEZdmyc9BLdG++NDClHXnNp+SzigCgf5O676uBGLUiXyMIfSndt4siOvbPlvyG8L1oxjYZ0EJ/epAXq7/mnL1V6NO9kwQi1vDAfcJHfChmRQf2ygBlCaCJYTgwx5/RmmUR3TuLCeOMnP7v4l1yPtYDPe7IqD7viiJdG03wej/Xr7JgZSFkA1JIGd2kaleALusnkcZZBuV6kVFZVhnQK5YidSuFFNRKpDXWhvQcXxxWp8OPunQBEQ1wQ1QPplVFU+vj5QHoEEhbqg3rvUsgZ5/q1bl4d6lGmgdghL2jTM+pVA6GAJuCXkKGwZuBXMPgIhBbrfeiiCsLT8BKpB5947QKnHtrEUIuR143PDO+69HJpUnD92vergfk6kOqzKQPaPrDgT2q2FcUqtCovg+ui5AKjYa9WiS15ZmZOxk/2q2eqHWFUeEXRpSvAcrTwIQe8H/XuUf4upUq5PxXq2FWNqTPV/+YKi+PnNKUhGXoE7G0XA2xCOoE8uGZu6F/3c//vSis73J5qb6rIGDdiOWdzUWF351SI2x3WhGi6LGeQD3IwpCOnXCpQxPoRgp5vgrFx+xk25oExCC6q15XoXulJF9/T69bclING4bfg/BIL47qu10GbPuXu3XtHxnRGoYSwL9GCzT1aGBUPfyc74APSDB5ej+LiM1APlGkEM3K6t690OJodmrOZnU+2Bn7QqkEBbQ1FTr/Beg8Ta95TVIVmObIlDbksYjMohK/3qced6KL1aBTbyanmtaHF+pcNNQoH16o78JBJHa0Ra93sEPfdR0cPCMplaM7hnT8ZV6kHaI6lV3K8yB3Yohk01CgnIrmQxZAeVtQB4cMcP+Tkypnj0LRXlusa2FTObqUA9p2IgPQiCGV62uKdXxseJZBzQGbSSaRTvNAC4AckOq1BOh/TUAZqilQhxr7RLAhXPN6lf0T6L9zYESft8yve6cB0NdD0/rtRJGiughysKpB5UhRD7xfSMOrRNbC105FhV9dpM/eXKHPFhtTuVgEWOv5TW6DM5fOg1hTsOhW3RS5cRV4J36sG/y7/1PTK2xIN3HmuG7iJ5/WEHbdES2Y9ADtwlmo33fWaIjU36f337hP0R6cDnha2MBrtXo5fctVWbphkwro5BNqmMS3w7ABrYKynI/CpyP9qtwUO5rLagzyXRrVUDEbNYJSs0iL0H5l+2nh44dUKORg+AXrdL6avDr+D6WmhCLRHCZwePhQuM3DuRaGQ5mDuYAiS4EWAkJVIzy6FTXqFVwxpuPb06Zz/W8n9HkaATd6V40eCDc36VwXr8bzLtfiY1MMt+uwHobpl3Uv/O4PNBoV9anXmMXJY8irnq1hXEPxW4Q/J5UIfADNAgvRJCuI6GFtZoXwPSmFFp6N2HnY59P5vNiGAImKvg8RnLxSne9CQFBWwpAMjU6t1wQUxVtrdK21JlBMjOJX5kF/cpXKqeq36PXtVUj9qQJuNDzCZUiru/GkghrkjqoyNDmqa7nxpL6bLFKdOtCwbHqPB2POdVAkO3St16LPQx4ix6MoXh4YVVmRQ6pRGiAXTE2ikV8a0XMyFMH4V6CL+5iund9crE22du9RQ4T1Q8Xler/wShTmp/XzT+/X97H1tMLTMh3HDydEXWVMr4/vJ8bQswa5U3l1+v13jbcI/+QxPdeLQnouB6bpJVVxdehEwvpdf43ONbMcauLKFwMi/R6M/cr1GikNLNe1U4VoSvvDl1qDs5mLry91cg2DX0AsEMzlZoZ47BpTRb9pQg+EvOsUTeBd96v1bfJ0g5tBPRC8yNejV3nHD9Wz1PWfTG3R9JLrb0Ru5AYo0pUavrfA5058T5W5xPMHhA8gj7jodr1e8D1acHnvO7HJ0oDdUzvCDDyphhhzZX97oR7YnYc09WnHJ2PCv+OOPcL7rtWIi/cqNXSKIjp/x3+khlzxrSjILUaId2TKEHv6lDZV2j8UFT6RZdGXXrsrpZ970IRpeOygmYlyUVV8I2Fd66F1qsiHS1XA3zquh+eVzys/ibznkndi7TevU35A137XP6kylUqrotj0G7q2/HfpXvvbyhbhJzp0bSb6dW2/0qJG42drFTp3tELz1ONoALctp+kkOye1hoSGWU9S1zqBBk5PaoEtFX1vnu59Fj+fE2HIqBPg9aZB1ONQOcoO6vjiPbqX4vCit09r+hWbQPEtPNY3leu+KwAIwTWbdR/n39IovEFqirNVHSYnfqzRHPbEWL9E08AiN+ta9dysDhoPIholh1XOfjigkdgT8GiHi3Tv+kt1bhus7i3SYI+O/yHshXvqtaFOeIFeP5Kv8317V4vwOw+qYl2xWr/vWwNDa4k6jLyH1EHjQ0+Saz6C38eRFzis5/LkYX0e7816LpXdq+//rQCdcLxQZj0q62xCI83mkK6Xwt1wCEZ0L9slOl8lV+teeM+IylrnKBqJ/seUw4s9GGg0eSJwUPXoWtqJ6JWWYRuTh3MpD126HSAoeYrVUGn4CObyx8alOaQ3pWHgz0eOP0LOowk9AOqiNwnvQ0HdjmGgHzylB0DpdhxA+SrwR9BhcQJwp8Vh3fC7+/VA6E3pa0zAk9OG4ubMMyqwhp/Q319f3yI8PTkJ5I4e7NXxtKPm4MqOmPDVpXrARRerspaHxg22Tr3gpdepQG18Sr3chOH7SYcaPksjajgd3qrXbx7V9xNAKlJuROejvFx5W6jzYdFuvjQ9tR5quvW3p9D9tAbhdKZhMbWGKDlXRLUhGRXNoKOHTS86+yZ/ood3zXpNm8rbBK/Vb6oRZdi4BhCMzjY1Wvd/W9dOCCHw77fou/yvT6jXMHizHqbeRRoN8qKvwgD6QjC94gTSHypQEBlAWl+vp1/4ZEqVMdYcbEEA5Cqv9tzY4NGIxJagKgOpCb1fOKiGUSRflbtMTp0MmUl9H+O43kRGjerZiMXYSUa8kIcduEYjGAEoe2WDKryaD0697z07sa8bdOwF1Xqv/JUql02TKoJmROdi8jktFv7Hb+ra3hDV79ND/ti+RuE3D6oiOpZSRbdxaUz4vGLI/WP6LvePoLC7XvemtwgRj1EUGyP6V4A+BM1wEvBc8q1QuWlW6drzhnR8NyCiYhz9/jnaaquem+md+n4HTqiszM/Xz8tu071rI7p5M706H7lH1ImSRmPRU6f1eQMwNCmbl90LIIiEypaXXlCnUPNhlRU5eMQql+h686/V8djFahjd/f4pWXf6CSAYITLqqVQ5WHClZgH8ytv1WZzjKkd6ntZ9OnoKPRn69ffjW/TMLqxGJfW8JjeV6LIkYrvPhvXeGXtOeGKDHwsqRGQiqxu2zB8V/gAamoWoOyFXdVOZHmgnUeBZhcO2ME9/Xwo40r88osrespAaRh6rhlMUxdWDSH/ZG9PxvDCkB1RvSpUzpxPpLkd0vLdVqzLSsFQV9UkEcNqHdbz7RpDnjnTJ0YweWCE0CoqhKK+pLSZ8PKmGC3Nz+/9NB7hwoxoyvsVT833d2/VZFzyL6APC373dqkk+flgPg5AXTYUcRV5hQ63RYi2m3T6givUihJyHX9C5ij+tAv2ZPj28iEyytki/b62u7UPo9gmEPlPo0z88vq1R+DtyLcIHl+u79jUoX9GhB9qBoZm75e4D1C+cvGbEqCyZ7QApyNO9wUyeVq8qj7xePhq4xcfVUBqHdsOIwsVuoMbfj+TUCE+NqLALjmM9oCs5jWr/4inleNM74WWchOKP+gQD1JrJ5xVZJXZAF+t/HlBDgIrygVFdSwRtSMFBczSuiuB1Zbq3vcf05SeRE9+D6MnJMaDaAL4y7NF3gSw6c+iYrr0HWvULt1Tou+kH7PaivWrkdnxTv19WqbIgvwjFwOXo94O+Bse26vvsHVeH1jE4qFgfteFJXft5+TrfLV1qlL7cr+dgAtHAUr+Orz+t5+risJ6TEw8izREOq70w7J7uU2FDFKdlrcrfflhlTd1GNSRy05CEhnFmpZCyWrJTz+zk42qkAFPBBFD32D6kRvqeYT2nSgH60A4kw3vib2wk06WZyTpMAr0MyFrrvJE2z98u/0PhNxarAGKjlX86pgJ7RZEKBKRhmx0DTJ2BQIJniAWhw2l9x1sSqix6HR3fjVFVtHk9gGGcg44wAuM/NUs6HlMC2PFzSeHMjW4OxfTzQ2PqjSgGnvUrjjapykB5eYv/TuHHJ3V8FUitqkPjGwfpHkOY/+nF5cV+PcyKUdSVALTqo516mP9rn2Kvp3L67ANJVX7osc73aXTjV6sUa716Foi8l4f1QCn36IEwnkOBo9V32we4zn0JLfa9OfQx/b7V+10RVGWrAC03uXbKkNt6YAS4+YgAfKl/q/D94xrh8Ofp88bRkIyKODsbb8hXVCqv0fk5YfcI3xF71sxEc93QjMQajD9tUHQSNpxjtJEQleXTlDP2j+qHYl4EufRMjy7eVcWqaLM4mfu2H40mX8pqvckNPoXGTaKxJVGTlhfpsxHW2A+7Z88wilnRxfwjDVHh37WyRfhAsY7nyCFVjEcga2IoxmVfg2aAUpxCHjsRv17sVUNtETz4ozhoOD+DkD2tcX2eYkxYMVCEvjz4E+E/ENX3hWPN7Imp0yBt9P035KuyTRdANRrYnFM/BHhdGpIv9+n9TuY0Ne036jRau6BA18P0PgbHxyjndKx0cBwf5Zmlk0+o1X2AsSaxhwMRnNYi+nbDS3+703Ec9VrNE7LW6xBU4mJQLpeYN8/8powYXGyi4lzsVwFYCQjI31qinom/P6aehWxOlY0MvIQ7M3uF3+zXiMWKQj1AGPJ8+4Qql0/36SIfhQAugYAtQZHaCsB/MqQ+hGYpxxHxGEYE4KVRVV67EvCKwzKZgFu5x6uGz+oCzeW9tegW4emV/nyPKtsfKFkrPNEpTsf1Ao0RnS/idf/9kanxLwYCk9cq3xxhkxu91t1hLYjcO6KGQQDRoJhfc/ZHAbeZnuT9POD1c+LUt8JjXmWhfDiq/VR51Cu4sVINE3Z6bsiqIZCPw5apPvR7dCAPfU1UD982KDPs3NyWVmUw4NPi7vw8VRZCIcW2D3r1eWMwjBhx6Bh+1sxEPKB8qDmYLRp6sYn1WaMTuhcPjmqNRplfv38CCkktIjbTvbRsirQV3V0jeVSGVO48j3qW5gKdO6IWNReiWd7kPcIfHIZX1KoiV201AgFoeFMK3YoOlgiigcdzWtv1Yp/qFNeU6/M0+PV5q6J67gz06F49PKr3qy9gB3ud/wVAlomjcSUNgTgi46yfiSF4xXO2PaOy7ijS4q61QOcz1wpfh7YMPAdu9uv4f9IbE75tQo3+ajgJBhEBYf0QIxKU3asK9f05CU0le6ILEYocnSJT7+8EDvUVxbqWF4b04Yvy9VrfbdPv14bYpdro52hGxzPwyW5AtSKFcH6TY4ybSuTSbEQv6kBKD2vi2vNAu7dWBcoC4FETOaWwb73w9Ko916sCuALuAeI731GlhgQ98ifH9Hrc5GzMUoTUowj4eJbWti7DFwa1BmFTUNNbqJzuzer3T8a0cunGgCpvZUDHKMT4/mSBfn/nkN7vh2MPCf+eorcLX4GQczGE7NC0guEYvJLLo/rd1oTObQSpNPT8PD/6eeEv1GMc9un9C5CWxpqGxpCujfSYKr57zUvC311wq/BshkcvKZsm0auWhKF0CkbaQhhpyyIzN9hysBaP5V4WnvCepMmcGsmELyXFCtTwSGdmLhC1FkgtiHalJ+YW9o9ADbGERliQZn1OtHER3tcgkISeGZ4ydE5kNPJ3e/Dtwqcm9d1uzT0r/FqrHdLbkzp3oTzVHCuBYjSKwvp4Vh9u0irPiAQbWw6j0SQdQgGPbo622NPC1y7UaMzDHbpWP4DoJKGQS/B5ZUCVtQQiBj1JlePDQIliqhPsANOX0vsxohLDuQrRZN5Vow6uYcBWx7B21harlUl4UTpBtqPeqjGgRv/OCT13RnK6d+8u0Dz9Uaz9EKKbH21UPeAcxFCjmwVotaYJTqTpXvrTcYAWwEjxAJa6IjCzEcOsAQsjkR3Nw3l6/fc36gUIi+3S3JJrGFwEOhxDTjmUpXp4nti6fteAboqjKNj8UeJ54QcSWhR3Q0o7YDLP/CfoELp/VHM18xBE7UV32quDig4xgtSfDDwVex0t3l7maJFfDTw1dfAKfrLieuEPxYhsot+PORphCEMgt4+rhD2KkPckUqmY23liVN/vx0rePuP328aR6gTLcXredaXRh39F6+fMulIdWzmMjv1DM3vdQkGdi1RGEa2Ie49Xa0ry9foFcA1RUW8Mqpdte0xTawa9ejoyx53RqX/ufUz4zXlqWETydH6KcFo+1Kce8+G0psntH1GjeBmKgVd5FLXplbwfCp+C13IyN3MRHVO3UhOD+ByF90gNer0jADQ8WNPAz5mAMZshek7ECdpeT1L5g8OqrG8MT72/5vQ75LPHk2qwv6tQP4/1a71Gc6WmkqCflDkCzTSO1JrelK6dMaT2FKHr9/aMysWbgtokil23i9Ec7hsDXxK+ufg+4Q8g9NpqNGKxpkgdLLWApExk9fnYSfnJbn0X15SrHKXDqy+p/FhGhcumcj0nOxL6fUYLO2BVtuH7kzgY1pbo9bn2vnxSeTbdugIAamWQLYsdNerppGFXeDqIHh/W6G1yUs/lBCypQvw+H+ulL6X89FrFI44iIg0MaE2AF7VeTD9mNKUH7zYKhz/T+I6ik/IksgoWw6iZ73SxYZ3nG12mNQZex+OZUrhCgTp8zjCYHr5UVs69PhqWwfP0zjqEpAMq0OKAoOyEx5/KFjfpAKC/aP0XQqLOJlCYX0gBywgB8cDpPeD16Skam6CyoZ+zoycP7AR0j46EHuBHjHpyxh315LwttFn4BarLnhMW5f3o+WF6Dw+IiI/emlffcyxEL0F3VMJjtgCr/TjyD/pzmi4w7tHTiqkrSx2F26xFT4wAJofvrmAWVwOcuOd0/WaEgnNJryHnkuOZ7fsMv3MvdiT05Xal1MgcQ2qUc4GeL+tQ0VYa8+j7GzNqSKQcNUxYL2OpuCMTOs+y+60qe3kGWOv4vgc1ETnge2ehLF/jWyf88ijzsIU9RyGZLloIslCA6A/fBD3eKbx73otrlXKMcoJylHJ8Al+gFOD90P7GDCRVEMWyOreLwvruVkX19/T6butXQdY3iZ4lIb1AAonilNML0QWdQAEFiP5xL/J90DCJTdApMXOaZRbzzc7LlLWsT0rzeg7Hr5/z3CPwAsfLc53E6C2J65WpVqPTztlz1h6ehf1mqOjzWeMZ/UMZ0osLcW4xusa1zXfx6YP/c97k25Os9TjWzlxT8cuQ46TmzTNfphGDnITYidRxsekFj8Kc1fb/tvD5KOk/lFK3cIfRcHvP6DbhZ+ujEA2pRz4vjZqBpOb5Ess836c5/JGAepaGkQ7g9aiXO5NVL/RsNFuBZGFoqfBl+eqZGcnq8wzG98x4v7JCrcHYNqYRhgfjh4TvB/Z/TeGVwrcPPyV8RZFi3feN6PsLw2sf9U/lvo5lFDljY95d+t08FUATgPx7ePhz5mJSi1HcfW9c3zVz2EP5una4Vrh2Z0PB4VxmAa+ZnFAjj8W/lX5NA+tMaipPc+BG4X2OnoAtzh7h+S5dem2URdOt5/tUQ+B+IHxqZXiq3mcSa6crppHVkogauSF0mY6ltb5mNgSn6qjmqFNOMPpGWGxGexjdK0BkNpFsEZ5ymnJ8zH5S+M5xjT4N5lTx3zKiaYcBv8r9rQBx8Ps0dee24PuFPz6mTokej0Ysjo4+KnwO47EwMhn59cDI9aKeZQTzVeBXr3jYp3ylVbjUFBphHok9KDyjfXyfF9pFvL5Yo58D4xpRysBQoywtBJDBEp9GN3vsVJSAjRlLI+uE90zMrAqmJ9VBQUj3TzUoAEtBnr6roygYKQvo/VZGZzaC5h9d3qlPl0zEwFp7pzHmH4wxXmPMvzmO89czfPcNRSUi5eVFheeBcbGJBwbznHnAXWyaLf3gYkMivlZ6vd/PbPPhkksuzX+i3KID43JPJ3BpbumNRBh7rWcW0cfyAUrRFteO7fcX/z/Cry9Vo/B/HJ7nEYPXQb90TOaXfmZr7TpjzBeNMQFjTNYY8xuO42y31lpzRm++2xgzboz5mOM4Mxe+mUskYmCt9Rpj/tkY8xZjTIcx5hVr7cOO4xya+ZdzQ6+3IUB6o7uZkmYTInNtCJA8Vr3EXq96xSeBbnGh5BoCF4+8XvV6enBYXmi0yiWXzpeo+IcLFGFqHNC/uUmNbrmGw6VFjODM9ft7I6GGX+uZxYgEic44IgkyDcqlC6a/Mcb8ieM4j1lr7z7L32SMucsY03z2v03GmC+c/f+MdEkYBsaYq4wxJxznTAWNtfYBY8x9xph5aRi4NL9prg0pl86fGO2apSWGSy5dNKJiNjZ+Qj93Ff/Litz3+frRG+0sfX3JmY9rxTHG/MyLVmSM+ZnX4j5jzNedM6lBW621UWttteM43b/oIj+jS8UwqDXGTC/h7zDnYfW45JJLry9d7GjLa6X5lrbm0szEPgwO0iDn0wE8n8YyH4g59UG/9kFIoR4ok9Uu7yQ30vrmIRZms3DfpQumzxhjnrDW/i9zBiruZwgrv0h3rjXGXBaGwaxkrf01Y8yvnWXHjMkeNcaUGWNmlkYu/YzcuTp/cufqLE1Ojsz08Rs+T7k57vT7GuhNuaZyQM06T3pTztUvQa/rPGWyfTPylxi5a+r86KLM03cG/gz8OV9ZcM5f5g89YUy2bPavXTAFrLU7pvFfchzn5xjF1tonjTFV5/7M/L4x5lZjzH9zHOf71tr3GGP+3Rhz2y87kEvFMOg0xkzv/1139m8/p7MTKEDP1tod87WAZb6RO1fnT+5cnR+583T+5M7V+ZM7V+dH7jydP7lzdX7kzpMxjuPcOUf3fVVF31r7dWPMp8+y3zXG/NvZf8+qO/8imhlEe/7QK8aYZmvtQmttvjHmfcaYh+d4TC655JJLLrnkkksuuTSX1GWM+RkW9y3GmJ9h9D9sjPmIPUNXG2NGZqsvMOYSiRg4jpO11v6WMeYJcwau9MuO4xyc5WcuueSSSy655JJLLrl0OdOvGmP+wZ7BuE2ZqbT6R80ZqNIT5gxc6cfP52KXhGFgjDGO4zxqzjzkhdCXZv+KS2fJnavzJ3euzo/ceTp/cufq/Mmdq/Mjd57On9y5Oj9y52kekuM4LxpjrvgFf3eMMb95ode7ZBqcueSSSy655JJLLrnkkkuvH10qNQYuueSSSy655JJLLrnk0utIl61hYK2901p71Fp7wlr72bkez3yh85kXa+17rLWHrLUHrbX/+UaPcT6QtfbL1to+a+2BV/n8g9bafdba/dbal621a9/oMc4HOo95KrLW/shau/fsejqvHMfLkay19dbaZ6btrU/P8N0rrbVZa+39b+QY5ytZawPW2u3T1tGfzPWY5gOd77y4Mv0MWWu91trd1tof/4LP/t+zc7TPWvuUtXY+Q2a+7jTLXDWclWW7z87X3XMxRpdeH7osU4mstV5jzDFjzFvMmYYOrxhj3u84zpu6U/L5zIu1ttkY8x1jzC2O4wxbayscx7mkAap/GbLW3mCMGTNnugau+gWfbzbGHD47R3cZY/7YcZw3XdO985in3zPGFDmO8zvW2nJjzFFjTJXjOBNv8FDnnKy11caYasdxdllrI8aYncaYt1Mund2nPzVnisi+7DjO99740c4vstZaY0zIcZwxa63PGPOiMebTjuNsneOhzSmdz7y4Mn2KrLX/rzFmozGm0HGct+Kzm40x2xzHGbfW/rox5ibHcd47F+OcDzTLXH3JGLPbcZwvWGtXGGMedRyncQ6G6dLrQJdrxOAqY8wJx3FOnVVAHjBnWkO/2el85uVXjTH/7DjOsDHGvFkPEMdxnjfGDM3w+cs/myNjzFZzBh/4TUezzZM506o9claBCZ/97iXbhey1kOM43Y7j7Dr777gx5rA504WS9F+NMd83xrwp994vIucMjZ1lfWf/u/y8WhdI5zkvrkw3xlhr64wx95gpjHchx3GecRxn/Cz7ppXpxsw+V+bMGis8++8icwYu06XLhC5Xw+DV2kC/2el85mWJMWaJtfYla+1Wa+2cNPO4xOgTxpjH5noQ85T+yRiz3Jw5OPabM97M3NwOae7JWttojFlvjNmGv9caY95hjPnCHAxrXtPZ1IY95ozB9FPHcbbN8pM3BZ3HvLgy/Qz9vTHm/zPGnI/8ebPL9L83M8/VHxtjPmSt7TBn0CL/6xszLJfeCLpcDQOXfnnKM8Y0G2NuMsa83xjzr9ba6FwOaD7T2fDzJ4wxvzPXY5mndIcxZo8xpsYYs84Y80/W2sKZfnC5k7U2bM5EBD7jOM4oPv57Y8zvuMbTueQ4zqTjOOvMGU/uVdbac1LX3ox0HvPyppfp1tq3GmP6HMfZeR7f/ZA5k0Lzt6/7wOYhnedcvd8Y81XHcerMGZz8/7DWuvrkZUKX64v8pdpAvwnofOalwxjzsOM4GcdxTpszNQnNb9D4Limy1q4xZ0Kt9zmOMzjX45mn9HFjzINnUx5OGGNOG2OWzfGY5ozO5oF/3xjzTcdxHvwFX9lojHnAWttijLnfGPN5a+3b37gRzn9yHCdmjHnGGPNm9Xz/QpphXlyZbsy1xph7z+6rB4wxt1hrv8EvWWtvM8b8vjHmXsdx0m/sEOcNnc9cfcKcqVsxjuNsMcYEjDFlb+QgXXr96HI1DF4xxjRbaxdaa/ONMe8zZ1pDv9npfOblh+aMZ8lYa8vMmTD0qTdwjJcEWWsbjDEPGmM+7DjOsbkezzymNmPMrcYYY62tNMYsNW/S9XS2zuLfzZmi9b/7Rd9xHGeh4ziNZwv5vmeM+Q3HcX74xo1yfpK1tvxnXm5rbdCcAVA4MqeDmgd0nvPyQ/Mml+mO4/yu4zh1Z/fV+4wxTzuO86Hp37HWrjfG/Is5YxS8KeswjDm/uTIq15ebM4ZB/xs6UJdeN7pkOh9fCDmOk7XW/pYx5gljjNecQfY4OMfDmnN6tXmx1v6pMWaH4zgPn/3sdmvtIWPMpDHmf7wZveHW2m+ZM4dp2dk8yv9pzhT2GcdxvmiM+SNjTKk549E1xpis4zgb52a0c0fnMU9/Zoz5qrV2vzHGmjNpMgNzNNy5pmuNMR82xuw/mxNujDG/Z4xpMObn8+XSL6ZqY8zXziI2eYwx33Ec5xwYxTch/cJ5cWX6+RHm6W/NGYCE756V6W2O49w7l+ObT4S5+m1zJiXtv5kzhcgfcy5HiMs3KV2WcKUuueSSSy655JJLLrnk0oXR5ZpK5JJLLrnkkksuueSSSy5dALmGgUsuueSSSy655JJLLrnkGgYuueSSSy655JJLLrnkkmsYuOSSSy655JJLLrnkkkvGNQxccskll1xyySWXXHLJJeMaBi655JJLc07W2lJr7Z6z//VYazvP/nvMWvv5uR6fSy655JJLbw5y4Updcskll+YRWWv/2Bgz5jjO/5rrsbjkkksuufTmIjdi4JJLLrk0T8lae5O19sdn//3H1tqvWWtfsNa2Wmvfaa39G2vtfmvt49Za39nvXWGtfc5au9Na+4S1tnpun8Ill1xyyaVLhVzDwCWXXHLp0qFFxphbjDH3GmO+YYx5xnGc1caYpDHmnrPGwT8aY+53HOcKY8yXjTF/MVeDdckll1xy6dKivLkegEsuueSSS+dNjzmOk7HW7jfGeI0xj5/9+35jTKMxZqkxZpUx5qfWWnP2O91zME6XXHLJJZcuQXINA5dccsmlS4fSxhjjOE7OWptxporEcuaMPLfGmIOO41wzVwN0ySWXXHLp0iU3lcgll1xy6fKho8aYcmvtNcYYY631WWtXzvGYXHLJJZdcukTINQxccsklly4TchxnwhhzvzHmc9bavcaYPcaYzXM6KJdccsklly4ZcuFKXXLJJZdccskll1xyySU3YuCSSy655JJLLrnkkksuuYaBSy655JJLLrnkkksuuWRcw8All1xyySWXXHLJJZdcMq5h4JJLLrnkkksuueSSSy4Z1zBwySWXXHLJJZdccskll4xrGLjkkksuueSSSy655JJLxjUMXHLJJZdccskll1xyySXjGgYuueSSSy655JJLLrnkkjHm/wdZf9lp+OQGCgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1008x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1489,)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import librosa\n",
    "from scipy.fftpack import fft\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "from DistantSpeech.transform.transform import Transform\n",
    "from DistantSpeech.beamformer.utils import pmesh, mesh, load_wav, save_audio, load_pcm, visual, pt\n",
    "from DistantSpeech.beamformer.utils import load_audio as audioread\n",
    "from DistantSpeech.beamformer.utils import save_audio as audiowrite\n",
    "from DistantSpeech.beamformer.MicArray import MicArray, ArraySim\n",
    "from DistantSpeech.beamformer.beamformer import beamformer\n",
    "from DistantSpeech.beamformer.MicArray import MicArray, compute_tau\n",
    "from DistantSpeech.noise_estimation.mcspp import McSpp\n",
    "from DistantSpeech.adaptivefilter.FastFreqLms import FastFreqLms\n",
    "wavpath = '/home/wangwei/work/Beamforming-for-speech-enhancement-master/sample_data'\n",
    "array_data, _ = load_wav(wavpath)\n",
    "\n",
    "mic_angle_vector = [0,60,120,180,240,300]\n",
    "sampling_frequency = 16000\n",
    "fft_length = 512\n",
    "fft_shift = 256\n",
    "mic_diameter = 0.1\n",
    "sound_speed = 343\n",
    "look_direction = 30\n",
    "\n",
    "# signal = audioread(\"/home/wangwei/work/DistantSpeech/samples/kws_samples/xiaolan_long.wav\")\n",
    "signal = audioread(\"/home/wangwei/work/DistantSpeech/samples/audio_samples/5_541_20170608093550_4.wav\")\n",
    "noise = audioread(\"/home/wangwei/work/DistantSpeech/samples/noise/office1.wav\")\n",
    "\n",
    "signal = audioread(\"/home/wangwei/work/DistantSpeech/samples/audio_samples/5_541_20170608093550_3.wav\")\n",
    "# signal = audioread(\"/home/wangwei/work/DistantSpeech/samples/audio_samples/cleanspeech_aishell3.wav\")\n",
    "noise = audioread(\"/home/wangwei/work/DistantSpeech/samples/noise/office3.wav\")\n",
    "\n",
    "fs = 16000\n",
    "M = 6\n",
    "mic_array = MicArray(arrayType=\"linear\", r=mic_diameter/2, M=M, n_fft=fft_length)\n",
    "mic_array_sim = mic_array.array_sim\n",
    "# print(mic_array_sim.R)\n",
    "array_data, premix = mic_array_sim.generate_audio(signal, interference=noise, source_angle=look_direction, interf_angle=270, sir=0, snr=30, source_distance=1.0, interf_distance=1.0)\n",
    "audiowrite('mix_kws.wav', np.transpose(array_data))\n",
    "# audiowrite('signal.wav', np.transpose(premix[0, :, :]))\n",
    "# audiowrite('interf.wav', np.transpose(premix[1, :, :]))\n",
    "print(array_data.shape)\n",
    "M = array_data.shape[0]\n",
    "transform = Transform(n_fft=512, hop_length=256, channel=M)\n",
    "D = transform.stft(np.transpose(array_data))\n",
    "half_bin = D.shape[0]\n",
    "frame_num = D.shape[1]\n",
    "print(D.shape)\n",
    "\n",
    "x1 = premix[1, 0,10000:80000]\n",
    "x2 = premix[1, 1,10000:80000]\n",
    "\n",
    "x1 = premix[0, 0,100000:180000]\n",
    "x2 = premix[0, 1,100000:180000]\n",
    "\n",
    "# x1 = array_data[0,100000:180000]\n",
    "# x2 = array_data[1,100000:180000]\n",
    "\n",
    "pt(x1)\n",
    "visual(x1)\n",
    "\n",
    "h1 = mic_array_sim.room.rir[0][0]\n",
    "h2 = mic_array_sim.room.rir[1][0]\n",
    "print(h1.shape)\n",
    "\n",
    "# pt(premix[0, 0,:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Demo for non-causal system identification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 77952/77952 [00:00<00:00, 426747.05it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filter_len = 1024\n",
    "frameLen = filter_len\n",
    "hop = int(frameLen / 2)\n",
    "\n",
    "flms = FastFreqLms(filter_len=filter_len, mu=0.1)\n",
    "flms_noncausal = FastFreqLms(filter_len=filter_len, mu=0.1, non_causal=True)\n",
    "\n",
    "# x2 = x2[hop:]\n",
    "valid_len = len(x1)-flms.filter_len*2  # discard last frame\n",
    "\n",
    "est_err_flms = np.zeros(valid_len)\n",
    "est_err_flms_n = np.zeros(valid_len)\n",
    "est_err_flms = np.zeros(valid_len)\n",
    "\n",
    "output = np.zeros(x1.shape)\n",
    "output_n = np.zeros(x1.shape)\n",
    "\n",
    "\n",
    "for n in tqdm(range((valid_len))):\n",
    "    if np.mod(n, flms.filter_len) == 0:\n",
    "        input_vector = x2[n: n +  flms.filter_len]\n",
    "        d_vector = x1[n : n + flms.filter_len]\n",
    "\n",
    "        err, w_flms = flms.update(input_vector, d_vector)\n",
    "        err_n, w_flms_n = flms_noncausal.update(input_vector, d_vector)\n",
    "\n",
    "        output[n : n + flms.filter_len] = err[:, 0]\n",
    "        output_n[n : n + flms.filter_len] = err_n[:, 0]\n",
    "\n",
    "fig, axs = plt.subplots(3, figsize=(14, 10))\n",
    "axs[0].plot(x1)\n",
    "axs[0].set_title('src signal')\n",
    "axs[0].set_ylim([-1.0,1.0])\n",
    "axs[1].plot(output)\n",
    "axs[1].set_title('causal filter')\n",
    "axs[1].set_ylim([-1.0,1.0])\n",
    "axs[2].plot(output_n)\n",
    "axs[2].set_title('non-causal filter')\n",
    "axs[2].set_ylim([-1.0,1.0])\n",
    "\n",
    "pt(w_flms_n)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Demo for FIR constraint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 77952/77952 [00:00<00:00, 400972.26it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filter_len = 1024\n",
    "frameLen = filter_len\n",
    "hop = int(frameLen / 2)\n",
    "\n",
    "flms_noncausal = FastFreqLms(filter_len=filter_len, mu=0.1, non_causal=True)\n",
    "flms_noncausal_fir = FastFreqLms(filter_len=filter_len, mu=0.1, non_causal=True)\n",
    "\n",
    "# x2 = x2[hop:]\n",
    "valid_len = len(x1)-flms.filter_len*2  # discard last frame\n",
    "\n",
    "est_err_flms = np.zeros(valid_len)\n",
    "est_err_flms_n = np.zeros(valid_len)\n",
    "est_err_flms = np.zeros(valid_len)\n",
    "\n",
    "output = np.zeros(x1.shape)\n",
    "output_n = np.zeros(x1.shape)\n",
    "\n",
    "\n",
    "for n in tqdm(range((valid_len))):\n",
    "    if np.mod(n, flms.filter_len) == 0:\n",
    "        input_vector = x2[n: n +  flms_noncausal_fir.filter_len]\n",
    "        d_vector = x1[n : n + flms_noncausal_fir.filter_len]\n",
    "\n",
    "        err, w_flms = flms_noncausal.update(input_vector, d_vector)\n",
    "        err_n, w_flms_n = flms_noncausal_fir.update(input_vector, d_vector, fir_truncate=35)\n",
    "\n",
    "        output[n : n + flms_noncausal.filter_len] = err[:, 0]\n",
    "        output_n[n : n + flms_noncausal_fir.filter_len] = err_n[:, 0]\n",
    "\n",
    "fig, axs = plt.subplots(3, figsize=(14, 10))\n",
    "axs[0].plot(x1)\n",
    "axs[0].set_title('src signal')\n",
    "axs[0].set_ylim([-1.0,1.0])\n",
    "axs[1].plot(output)\n",
    "axs[1].set_title('causal filter')\n",
    "axs[1].set_ylim([-1.0,1.0])\n",
    "axs[2].plot(output_n)\n",
    "axs[2].set_title('non-causal filter')\n",
    "axs[2].set_ylim([-1.0,1.0])\n",
    "\n",
    "pt(w_flms_n)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### truncate the tail of filter coeff to reduce peak value on frequncy response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_fft = 2048\n",
    "H = np.fft.rfft(h1, n_fft)/np.fft.rfft(h2, n_fft)\n",
    "\n",
    "h = np.fft.irfft(H)\n",
    "h_shift = np.fft.fftshift(h)\n",
    "\n",
    "truncate = 512\n",
    "h_shift[:truncate] = 0\n",
    "h_shift[-truncate:] = 0\n",
    "h = np.fft.fftshift(h_shift)\n",
    "\n",
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(10*np.log10(np.abs(H)))\n",
    "plt.plot(10*np.log10(np.abs(np.fft.rfft(h,n_fft))))\n",
    "plt.legend(['freqency response', 'truncatedfreqency response'])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "532cddd74b9fabc13f740f51c7600370dbbc74aaf96e64501f4b1ae280f38de4"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 ('.venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
